{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from fxdayu_alphaman.factor.factor import Factor\n",
    "\n",
    "class Factor_Volume001(Factor):\n",
    "\n",
    "    c = 6\n",
    "\n",
    "    def calculate_volume001(self, data):\n",
    "        # 逐支股票计算volume003因子\n",
    "        candle_data = data[1].dropna()\n",
    "        if len(candle_data) == 0:\n",
    "            return\n",
    "        high = candle_data[\"high\"]\n",
    "        volume = candle_data[\"volume\"]\n",
    "        adv_s = self.ts_mean(volume, 10)\n",
    "        factor_volume001 = - self.correlation(high, adv_s, self.c) #计算因子值\n",
    "        factor_volume001.index = candle_data.index\n",
    "        factor_volume001 = pd.DataFrame(factor_volume001)\n",
    "        factor_volume001.columns = [data[0],]\n",
    "        return  factor_volume001\n",
    "\n",
    "    def factor_calculator(self, pn_data):\n",
    "        # volume001\n",
    "        factor_volume001 = map(self.calculate_volume001, pn_data.iteritems())\n",
    "        factor_volume001 = pd.concat(factor_volume001, axis=1)\n",
    "        factor_volume001 = self.winsorize(factor_volume001) #去极值\n",
    "        factor_volume001 = self.standardize(factor_volume001) #标准化\n",
    "#         factor_volume001 = self.neutralize(factor_volume001, factorIsMV=False) #行业、市值中性化\n",
    "        factor_volume001 = self.factor_df_to_factor_mi(factor_volume001) #格式标准化\n",
    "#         factor_volume001 = self.get_factor_by_rankScore(factor_volume001, ascending=True) # 将因子用排序分值重构，并处理到0-1之间(默认为升序——因子越大 排序分值越大(越好)\n",
    "                                                                                          # 具体根据因子对收益的相关关系而定，为正则应用升序,为负用降序)\n",
    "        return factor_volume001"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('002230.XSHE', '002299.XSHE', '601225.XSHG', '002174.XSHE', '601727.XSHG', '600019.XSHG', '601127.XSHG', '002385.XSHE', '601216.XSHG', '300070.XSHE', '000709.XSHE', '002074.XSHE', '600074.XSHG', '000983.XSHE', '300133.XSHE', '300072.XSHE', '601118.XSHG', '300059.XSHE', '000826.XSHE', '300144.XSHE', '600867.XSHG', '300024.XSHE', '002131.XSHE', '002152.XSHE', '600188.XSHG', '600010.XSHG', '600009.XSHG', '000792.XSHE', '300002.XSHE', '600048.XSHG', '002739.XSHE', '300017.XSHE', '300033.XSHE', '000778.XSHE', '600271.XSHG', '300058.XSHE', '601258.XSHG', '601600.XSHG', '300251.XSHE', '000060.XSHE', '600383.XSHG', '600875.XSHG', '002146.XSHE', '600111.XSHG', '600256.XSHG', '601933.XSHG', '600873.XSHG', '600446.XSHG', '300027.XSHE', '000027.XSHE', '000425.XSHE', '600583.XSHG', '300168.XSHE', '002153.XSHE', '601021.XSHG', '000977.XSHE', '000555.XSHE', '000402.XSHE', '002183.XSHE', '600352.XSHG', '600157.XSHG', '000876.XSHE', '600582.XSHG', '601611.XSHG', '000800.XSHE', '000630.XSHE', '600718.XSHG', '000839.XSHE', '600196.XSHG', '601958.XSHG', '002202.XSHE', '600008.XSHG', '600606.XSHG', '600037.XSHG', '600637.XSHG', '002310.XSHE', '002292.XSHE', '600332.XSHG', '000712.XSHE', '600737.XSHG', '600068.XSHG', '600783.XSHG', '000718.XSHE', '000157.XSHE', '600208.XSHG', '601857.XSHG', '002500.XSHE', '600739.XSHG', '000415.XSHE', '600021.XSHG', '600150.XSHG', '000166.XSHE', '600369.XSHG', '002065.XSHE', '600252.XSHG', '601328.XSHG', '000963.XSHE', '600066.XSHG', '601718.XSHG', '002024.XSHE', '600570.XSHG', '600362.XSHG', '600518.XSHG', '600297.XSHG', '600649.XSHG', '000768.XSHE', '002081.XSHE', '002568.XSHE', '600340.XSHG', '600705.XSHG', '600038.XSHG', '600221.XSHG', '600827.XSHG', '601928.XSHG', '603000.XSHG', '601899.XSHG', '601866.XSHG', '600839.XSHG', '000917.XSHE', '002142.XSHE', '601390.XSHG', '000156.XSHE', '603993.XSHG', '600177.XSHG', '601800.XSHG', '002465.XSHE', '002466.XSHE', '600028.XSHG', '601186.XSHG', '002594.XSHE', '600018.XSHG', '600688.XSHG', '600016.XSHG', '601166.XSHG', '002797.XSHE', '000001.XSHE', '000738.XSHE', '000728.XSHE', '002736.XSHE', '600816.XSHG', '603885.XSHG', '600663.XSHG', '600685.XSHG', '601989.XSHG', '601919.XSHG', '601872.XSHG', '601618.XSHG', '601608.XSHG', '601377.XSHG', '601288.XSHG', '601099.XSHG', '601088.XSHG', '601018.XSHG', '601006.XSHG', '600959.XSHG', '600895.XSHG', '600886.XSHG', '600871.XSHG', '600795.XSHG', '600666.XSHG', '600654.XSHG', '600498.XSHG', '600489.XSHG', '600485.XSHG', '600415.XSHG', '600170.XSHG', '600115.XSHG', '600100.XSHG', '600050.XSHG', '300104.XSHE', '300085.XSHE', '002470.XSHE', '002426.XSHE', '002252.XSHE', '002129.XSHE', '002049.XSHE', '002027.XSHE', '000503.XSHE', '000100.XSHE', '000061.XSHE', '000008.XSHE', '601198.XSHG', '600958.XSHG', '601633.XSHG', '600376.XSHG', '000627.XSHE', '601669.XSHG', '601985.XSHG', '600585.XSHG', '600704.XSHG', '600754.XSHG', '601939.XSHG', '600804.XSHG', '000750.XSHE', '601398.XSHG', '600061.XSHG', '601766.XSHG', '600820.XSHG', '000895.XSHE', '601169.XSHG', '600893.XSHG', '601333.XSHG', '600549.XSHG', '601818.XSHG', '600900.XSHG', '601555.XSHG', '601009.XSHG', '601988.XSHG', '002673.XSHE', '000671.XSHE', '600023.XSHG', '000559.XSHE', '000793.XSHE', '000686.XSHE', '600372.XSHG', '600999.XSHG', '600547.XSHG', '601155.XSHG', '600535.XSHG', '001979.XSHE', '601998.XSHG', '000623.XSHE', '600588.XSHG', '600015.XSHG', '000540.XSHE', '601788.XSHG', '600674.XSHG', '300315.XSHE', '000009.XSHE', '600030.XSHG', '002007.XSHE', '600837.XSHG', '600406.XSHG', '002424.XSHE', '000776.XSHE', '600153.XSHG', '002714.XSHE', '600000.XSHG', '300146.XSHE', '600031.XSHG', '601877.XSHG', '000625.XSHE', '600118.XSHG', '600109.XSHG', '600060.XSHG', '000938.XSHE', '600104.XSHG', '002456.XSHE', '300182.XSHE', '300015.XSHE', '601688.XSHG', '000725.XSHE', '601628.XSHG', '600089.XSHG', '600276.XSHG', '601668.XSHG', '600029.XSHG', '000783.XSHE', '600482.XSHG', '601901.XSHG', '601211.XSHG', '000413.XSHE', '601888.XSHG', '600887.XSHG', '600309.XSHG', '600085.XSHG', '601111.XSHG', '600648.XSHG', '601318.XSHG', '000338.XSHE', '000002.XSHE', '600373.XSHG', '600036.XSHG', '000651.XSHE', '000039.XSHE', '002450.XSHE', '002304.XSHE', '601601.XSHG', '600660.XSHG', '000069.XSHE', '601336.XSHG', '002236.XSHE', '600519.XSHG', '000423.XSHE', '600741.XSHG', '002008.XSHE', '000538.XSHE', '601607.XSHG', '000333.XSHE', '000858.XSHE', '600690.XSHG', '002415.XSHE', '000568.XSHE', '002475.XSHE', '002195.XSHE', '300124.XSHE', '000063.XSHE', '002085.XSHE', '002241.XSHE', '600703.XSHG')\n"
     ]
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "#######################################################\n",
    "#\n",
    "# 因子器基本功能测试 以volume001为例\n",
    "#\n",
    "########################################################\n",
    "\n",
    "\n",
    "from datetime import datetime\n",
    "from fxdayu_data import DataAPI\n",
    "from fxdayu_alphaman.factor.utility import standard_code_style\n",
    "from fxdayu_alphaman.factor.admin import Admin\n",
    "import tushare as ts\n",
    "\n",
    "#初始选股范围设置\n",
    "def coder(code):\n",
    "    if code.startswith('6'):\n",
    "        return code + '.XSHG'\n",
    "    elif code.startswith('0') or code.startswith('3'):\n",
    "        return code + '.XSHE'\n",
    "    else:\n",
    "        return code\n",
    "\n",
    "name = ts.get_hs300s()\n",
    "name_list = list(name.code)\n",
    "codes = tuple(map(coder, name_list))\n",
    "print(codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.panel.Panel'>\n",
      "Dimensions: 297 (items) x 314 (major_axis) x 3 (minor_axis)\n",
      "Items axis: 000001.XSHE to 603993.XSHG\n",
      "Major_axis axis: 2015-01-05 15:00:00 to 2016-04-18 15:00:00\n",
      "Minor_axis axis: close to volume\n",
      "                     000001.XSHE  000002.XSHE  000008.XSHE  000009.XSHE  \\\n",
      "datetime                                                                  \n",
      "2015-01-05 15:00:00       10.867       13.844        4.984          NaN   \n",
      "2015-01-06 15:00:00       10.704       13.333        5.014          NaN   \n",
      "2015-01-07 15:00:00       10.500       13.213        5.129        9.810   \n",
      "2015-01-08 15:00:00       10.148       12.619        5.292        9.824   \n",
      "2015-01-09 15:00:00       10.229       12.489        5.322        9.552   \n",
      "2015-01-12 15:00:00       10.019       12.182        5.402        9.420   \n",
      "2015-01-13 15:00:00        9.958       12.136        5.501        9.729   \n",
      "2015-01-14 15:00:00       10.046       12.164        5.402        9.684   \n",
      "2015-01-15 15:00:00       10.412       12.786        5.425        9.714   \n",
      "2015-01-16 15:00:00       10.426       12.554        5.467        9.758   \n",
      "2015-01-19 15:00:00        9.381       11.300        5.187        9.191   \n",
      "2015-01-20 15:00:00        9.381       11.467        5.294        9.581   \n",
      "2015-01-21 15:00:00        9.781       12.117        5.345        9.707   \n",
      "2015-01-22 15:00:00        9.700       12.609        5.669        9.876   \n",
      "2015-01-23 15:00:00        9.768       12.925        5.526        9.714   \n",
      "2015-01-26 15:00:00        9.727       12.721        5.556        9.868   \n",
      "2015-01-27 15:00:00        9.490       12.238        5.575        9.905   \n",
      "2015-01-28 15:00:00        9.537       12.071        5.972        9.920   \n",
      "2015-01-29 15:00:00        9.429       12.080        6.064        9.986   \n",
      "2015-01-30 15:00:00        9.449       12.182        5.850        9.618   \n",
      "2015-02-02 15:00:00        9.245       11.959        5.811        9.434   \n",
      "2015-02-03 15:00:00        9.462       12.034        5.871        9.640   \n",
      "2015-02-04 15:00:00        9.300       11.885        5.834        9.714   \n",
      "2015-02-05 15:00:00        9.354       11.792        5.699        9.508   \n",
      "2015-02-06 15:00:00        9.164       11.291        5.763        9.493   \n",
      "2015-02-09 15:00:00        9.171       11.309        5.903        9.324   \n",
      "2015-02-10 15:00:00        9.340       11.532        5.749        9.478   \n",
      "2015-02-11 15:00:00        9.313       11.523        5.706        9.420   \n",
      "2015-02-12 15:00:00        9.401       11.579        5.703        9.456   \n",
      "2015-02-13 15:00:00        9.462       11.848        5.742        9.677   \n",
      "...                          ...          ...          ...          ...   \n",
      "2016-03-07 15:00:00        8.488          NaN        8.199        9.334   \n",
      "2016-03-08 15:00:00        8.439          NaN        8.468        9.261   \n",
      "2016-03-09 15:00:00        8.349          NaN        8.628        8.840   \n",
      "2016-03-10 15:00:00        8.332          NaN        9.117        8.678   \n",
      "2016-03-11 15:00:00        8.340          NaN        9.157        8.531   \n",
      "2016-03-14 15:00:00        8.422          NaN        9.347        8.943   \n",
      "2016-03-15 15:00:00        8.472          NaN        9.237        8.980   \n",
      "2016-03-16 15:00:00        8.496          NaN        9.237        8.744   \n",
      "2016-03-17 15:00:00        8.554          NaN        9.337        9.238   \n",
      "2016-03-18 15:00:00        8.652          NaN       10.006        9.563   \n",
      "2016-03-21 15:00:00        8.866          NaN       10.116        9.821   \n",
      "2016-03-22 15:00:00        8.800          NaN       10.136        9.681   \n",
      "2016-03-23 15:00:00        8.784          NaN       10.156        9.755   \n",
      "2016-03-24 15:00:00        8.636          NaN       10.146        9.519   \n",
      "2016-03-25 15:00:00        8.693          NaN       10.395        9.644   \n",
      "2016-03-28 15:00:00        8.603          NaN       10.965        9.710   \n",
      "2016-03-29 15:00:00        8.562          NaN       10.525        9.718   \n",
      "2016-03-30 15:00:00        8.784          NaN       11.005       10.278   \n",
      "2016-03-31 15:00:00        8.734          NaN       10.795       10.123   \n",
      "2016-04-01 15:00:00        8.751          NaN       10.765        9.880   \n",
      "2016-04-05 15:00:00        8.784          NaN       10.865       10.868   \n",
      "2016-04-06 15:00:00        8.800          NaN       10.835       10.919   \n",
      "2016-04-07 15:00:00        8.693          NaN       10.845       10.927   \n",
      "2016-04-08 15:00:00        8.677          NaN       10.565       10.595   \n",
      "2016-04-11 15:00:00        8.800          NaN       10.665       10.639   \n",
      "2016-04-12 15:00:00        8.759          NaN       10.356       10.521   \n",
      "2016-04-13 15:00:00        8.874          NaN       10.765       10.772   \n",
      "2016-04-14 15:00:00        8.899          NaN       10.835       10.779   \n",
      "2016-04-15 15:00:00        8.931          NaN       10.815       10.595   \n",
      "2016-04-18 15:00:00        8.808          NaN       10.815       10.322   \n",
      "\n",
      "                     000027.XSHE  000039.XSHE  000060.XSHE  000061.XSHE  \\\n",
      "datetime                                                                  \n",
      "2015-01-05 15:00:00        7.295       21.472       10.386       13.434   \n",
      "2015-01-06 15:00:00        7.308       21.307       10.754       12.867   \n",
      "2015-01-07 15:00:00        7.603       20.753       10.893       12.808   \n",
      "2015-01-08 15:00:00        7.295       20.151       10.625       12.649   \n",
      "2015-01-09 15:00:00        7.039       19.850       10.346       12.321   \n",
      "2015-01-12 15:00:00        6.795       19.335       10.048       12.490   \n",
      "2015-01-13 15:00:00        6.789       19.490        9.898       12.380   \n",
      "2015-01-14 15:00:00        6.789       19.131        9.560       12.321   \n",
      "2015-01-15 15:00:00        7.007       19.937        9.680       12.430   \n",
      "2015-01-16 15:00:00        7.020       19.850        9.878       12.679   \n",
      "2015-01-19 15:00:00        6.321       18.334        9.112       11.576   \n",
      "2015-01-20 15:00:00        6.462       18.810        9.272       11.963   \n",
      "2015-01-21 15:00:00        6.725       19.607        9.739       12.192   \n",
      "2015-01-22 15:00:00        6.834       19.685       10.266       12.271   \n",
      "2015-01-23 15:00:00        6.776       19.452       10.048       12.062   \n",
      "2015-01-26 15:00:00        7.020       19.724       10.276       12.231   \n",
      "2015-01-27 15:00:00        6.988       19.432       10.704       12.520   \n",
      "2015-01-28 15:00:00        6.981       19.043       10.366       12.420   \n",
      "2015-01-29 15:00:00        7.077       18.665       10.137       12.361   \n",
      "2015-01-30 15:00:00        6.866       18.480       10.237       12.619   \n",
      "2015-02-02 15:00:00        6.584       18.422       10.127       12.410   \n",
      "2015-02-03 15:00:00        6.674       19.073       10.147       12.331   \n",
      "2015-02-04 15:00:00        6.565       18.713       10.058       12.102   \n",
      "2015-02-05 15:00:00        6.404       18.431        9.968       12.102   \n",
      "2015-02-06 15:00:00        6.109       17.829        9.540       11.725   \n",
      "2015-02-09 15:00:00        6.161       18.169        9.520       11.844   \n",
      "2015-02-10 15:00:00        6.507       18.383        9.759       11.923   \n",
      "2015-02-11 15:00:00        6.481       18.519        9.759       12.341   \n",
      "2015-02-12 15:00:00        6.552       18.548        9.769       12.480   \n",
      "2015-02-13 15:00:00        6.590       18.820       10.097       12.748   \n",
      "...                          ...          ...          ...          ...   \n",
      "2016-03-07 15:00:00        6.931       16.136       13.046       12.648   \n",
      "2016-03-08 15:00:00        6.844       15.447       12.459       12.419   \n",
      "2016-03-09 15:00:00        6.621       14.768       11.234       12.160   \n",
      "2016-03-10 15:00:00        6.447       14.512       10.885       12.031   \n",
      "2016-03-11 15:00:00        6.466       14.216       10.835       11.871   \n",
      "2016-03-14 15:00:00        6.679       14.768       11.074       12.160   \n",
      "2016-03-15 15:00:00        6.602       14.571       10.676       12.001   \n",
      "2016-03-16 15:00:00        6.592       14.679       10.477       11.901   \n",
      "2016-03-17 15:00:00        6.718       15.053       10.845       12.200   \n",
      "2016-03-18 15:00:00        6.931       15.427       11.403       12.618   \n",
      "2016-03-21 15:00:00        7.164       15.752       11.802       12.947   \n",
      "2016-03-22 15:00:00        7.028       15.467       11.802       12.867   \n",
      "2016-03-23 15:00:00        7.038       15.427       11.752       12.947   \n",
      "2016-03-24 15:00:00        6.844       15.122       11.174       12.628   \n",
      "2016-03-25 15:00:00        6.902       15.260       10.925       12.748   \n",
      "2016-03-28 15:00:00        7.019       15.427       11.005       13.016   \n",
      "2016-03-29 15:00:00        6.892       14.777       10.925       12.648   \n",
      "2016-03-30 15:00:00        7.077       15.279       11.264       12.957   \n",
      "2016-03-31 15:00:00        7.067       15.142       11.124       13.007   \n",
      "2016-04-01 15:00:00        6.999       14.856       11.483       12.947   \n",
      "2016-04-05 15:00:00        7.115       15.467       11.602       13.226   \n",
      "2016-04-06 15:00:00        7.154       15.457       11.383       13.455   \n",
      "2016-04-07 15:00:00        7.019       15.073       11.065       12.997   \n",
      "2016-04-08 15:00:00        6.941       14.866       10.706       12.947   \n",
      "2016-04-11 15:00:00        7.067       15.230       10.975       13.176   \n",
      "2016-04-12 15:00:00        7.019       15.309       10.806       12.967   \n",
      "2016-04-13 15:00:00        7.154       15.555       11.891       13.265   \n",
      "2016-04-14 15:00:00        7.193       15.575       11.941       13.325   \n",
      "2016-04-15 15:00:00        7.154       15.486       11.811       13.176   \n",
      "2016-04-18 15:00:00        7.019       15.171       11.473       12.947   \n",
      "\n",
      "                     000063.XSHE  000069.XSHE     ...       601933.XSHG  \\\n",
      "datetime                                          ...                     \n",
      "2015-01-05 15:00:00       15.437        8.460     ...             4.336   \n",
      "2015-01-06 15:00:00       16.330        8.126     ...             4.326   \n",
      "2015-01-07 15:00:00       16.005        8.018     ...             4.307   \n",
      "2015-01-08 15:00:00       16.233        7.704     ...             4.245   \n",
      "2015-01-09 15:00:00       15.875        7.596     ...             4.136   \n",
      "2015-01-12 15:00:00       15.543        7.410     ...             4.079   \n",
      "2015-01-13 15:00:00       15.599        7.439     ...             4.122   \n",
      "2015-01-14 15:00:00       15.567        7.488     ...             4.074   \n",
      "2015-01-15 15:00:00       15.957        7.802     ...             4.217   \n",
      "2015-01-16 15:00:00       16.054        7.733     ...             4.212   \n",
      "2015-01-19 15:00:00       14.617        6.958     ...             3.993   \n",
      "2015-01-20 15:00:00       15.494        7.027     ...             4.069   \n",
      "2015-01-21 15:00:00       15.981        7.733     ...             4.179   \n",
      "2015-01-22 15:00:00       16.005          NaN     ...             4.303   \n",
      "2015-01-23 15:00:00       15.981          NaN     ...             4.231   \n",
      "2015-01-26 15:00:00       16.549          NaN     ...             4.426   \n",
      "2015-01-27 15:00:00       16.314          NaN     ...             4.388   \n",
      "2015-01-28 15:00:00       15.981          NaN     ...             4.317   \n",
      "2015-01-29 15:00:00       15.689          NaN     ...             4.331   \n",
      "2015-01-30 15:00:00       15.575          NaN     ...             4.241   \n",
      "2015-02-02 15:00:00       15.153          NaN     ...             4.117   \n",
      "2015-02-03 15:00:00       15.534          NaN     ...             4.212   \n",
      "2015-02-04 15:00:00       15.128          NaN     ...             4.160   \n",
      "2015-02-05 15:00:00       15.218          NaN     ...             4.126   \n",
      "2015-02-06 15:00:00       14.812          NaN     ...             4.136   \n",
      "2015-02-09 15:00:00       14.860          NaN     ...             4.179   \n",
      "2015-02-10 15:00:00       15.218          NaN     ...             4.188   \n",
      "2015-02-11 15:00:00       15.997          NaN     ...             4.303   \n",
      "2015-02-12 15:00:00       15.900          NaN     ...             4.326   \n",
      "2015-02-13 15:00:00       15.989          NaN     ...             4.355   \n",
      "...                          ...          ...     ...               ...   \n",
      "2016-03-07 15:00:00          NaN        7.170     ...             3.879   \n",
      "2016-03-08 15:00:00          NaN        7.111     ...             3.899   \n",
      "2016-03-09 15:00:00          NaN        6.765     ...             3.851   \n",
      "2016-03-10 15:00:00          NaN        6.527     ...             3.826   \n",
      "2016-03-11 15:00:00          NaN        6.488     ...             3.851   \n",
      "2016-03-14 15:00:00          NaN        6.705     ...             3.918   \n",
      "2016-03-15 15:00:00          NaN        6.636     ...             3.985   \n",
      "2016-03-16 15:00:00          NaN        6.587     ...             3.928   \n",
      "2016-03-17 15:00:00          NaN        6.735     ...             4.014   \n",
      "2016-03-18 15:00:00          NaN        6.992     ...             4.116   \n",
      "2016-03-21 15:00:00          NaN        7.101     ...             4.169   \n",
      "2016-03-22 15:00:00          NaN        6.972     ...             4.116   \n",
      "2016-03-23 15:00:00          NaN        6.992     ...             4.173   \n",
      "2016-03-24 15:00:00          NaN        6.864     ...             4.173   \n",
      "2016-03-25 15:00:00          NaN        6.953     ...             4.275   \n",
      "2016-03-28 15:00:00          NaN        6.854     ...             4.347   \n",
      "2016-03-29 15:00:00          NaN        6.696     ...             4.251   \n",
      "2016-03-30 15:00:00          NaN        6.893     ...             4.337   \n",
      "2016-03-31 15:00:00          NaN        6.933     ...             4.313   \n",
      "2016-04-01 15:00:00          NaN        6.864     ...             4.255   \n",
      "2016-04-05 15:00:00          NaN        6.982     ...             4.289   \n",
      "2016-04-06 15:00:00          NaN        6.943     ...             4.275   \n",
      "2016-04-07 15:00:00       14.963        6.854     ...             4.173   \n",
      "2016-04-08 15:00:00       14.265        6.745     ...             4.120   \n",
      "2016-04-11 15:00:00       14.402        6.844     ...             4.246   \n",
      "2016-04-12 15:00:00       14.058        6.814     ...             4.169   \n",
      "2016-04-13 15:00:00       14.422        6.923     ...             4.246   \n",
      "2016-04-14 15:00:00       14.579        6.972     ...             4.236   \n",
      "2016-04-15 15:00:00       14.491        6.953     ...             4.241   \n",
      "2016-04-18 15:00:00       14.186        6.834     ...             4.222   \n",
      "\n",
      "                     601939.XSHG  601958.XSHG  601985.XSHG  601988.XSHG  \\\n",
      "datetime                                                                  \n",
      "2015-01-05 15:00:00        6.271       10.281          NaN        4.038   \n",
      "2015-01-06 15:00:00        6.181       10.022          NaN        4.166   \n",
      "2015-01-07 15:00:00        6.009       10.162          NaN        4.148   \n",
      "2015-01-08 15:00:00        5.755        9.932          NaN        3.956   \n",
      "2015-01-09 15:00:00        5.800        9.783          NaN        4.084   \n",
      "2015-01-12 15:00:00        5.664        9.493          NaN        4.020   \n",
      "2015-01-13 15:00:00        5.601        9.404          NaN        4.056   \n",
      "2015-01-14 15:00:00        5.737        9.254          NaN        4.194   \n",
      "2015-01-15 15:00:00        5.936        9.444          NaN        4.449   \n",
      "2015-01-16 15:00:00        6.018        9.573          NaN        4.550   \n",
      "2015-01-19 15:00:00        5.420        8.736          NaN        4.093   \n",
      "2015-01-20 15:00:00        5.383        8.915          NaN        4.066   \n",
      "2015-01-21 15:00:00        5.682        9.274          NaN        4.468   \n",
      "2015-01-22 15:00:00        5.619        9.753          NaN        4.422   \n",
      "2015-01-23 15:00:00        5.628        9.593          NaN        4.422   \n",
      "2015-01-26 15:00:00        5.574        9.872          NaN        4.367   \n",
      "2015-01-27 15:00:00        5.456        9.992          NaN        4.230   \n",
      "2015-01-28 15:00:00        5.410        9.683          NaN        4.157   \n",
      "2015-01-29 15:00:00        5.329        9.633          NaN        4.020   \n",
      "2015-01-30 15:00:00        5.302        9.653          NaN        4.020   \n",
      "2015-02-02 15:00:00        5.139        9.424          NaN        3.773   \n",
      "2015-02-03 15:00:00        5.265        9.613          NaN        3.910   \n",
      "2015-02-04 15:00:00        5.184        9.643          NaN        3.773   \n",
      "2015-02-05 15:00:00        5.111        9.454          NaN        3.773   \n",
      "2015-02-06 15:00:00        4.975        9.154          NaN        3.664   \n",
      "2015-02-09 15:00:00        5.003        9.154          NaN        3.682   \n",
      "2015-02-10 15:00:00        5.057        9.264          NaN        3.746   \n",
      "2015-02-11 15:00:00        5.039        9.274          NaN        3.718   \n",
      "2015-02-12 15:00:00        5.021        9.264          NaN        3.709   \n",
      "2015-02-13 15:00:00        5.066        9.354          NaN        3.755   \n",
      "...                          ...          ...          ...          ...   \n",
      "2016-03-07 15:00:00        4.551        8.080        7.197        3.219   \n",
      "2016-03-08 15:00:00        4.532        7.900        7.158        3.229   \n",
      "2016-03-09 15:00:00        4.513        7.300        7.128        3.257   \n",
      "2016-03-10 15:00:00        4.503        7.170        6.941        3.181   \n",
      "2016-03-11 15:00:00        4.503        7.240        6.980        3.229   \n",
      "2016-03-14 15:00:00        4.541        7.400        7.099        3.229   \n",
      "2016-03-15 15:00:00        4.551        7.260        7.207        3.210   \n",
      "2016-03-16 15:00:00        4.598        7.140        7.207        3.267   \n",
      "2016-03-17 15:00:00        4.608        7.300        7.247        3.257   \n",
      "2016-03-18 15:00:00        4.598        7.830        7.346        3.257   \n",
      "2016-03-21 15:00:00        4.636        7.930        7.474        3.257   \n",
      "2016-03-22 15:00:00        4.626        7.750        7.701        3.229   \n",
      "2016-03-23 15:00:00        4.617        7.850        7.612        3.219   \n",
      "2016-03-24 15:00:00        4.570        7.530        7.632        3.181   \n",
      "2016-03-25 15:00:00        4.579        7.610        7.790        3.191   \n",
      "2016-03-28 15:00:00        4.560        7.460        7.671        3.181   \n",
      "2016-03-29 15:00:00        4.551        7.410        7.474        3.172   \n",
      "2016-03-30 15:00:00        4.636        7.610        7.681        3.229   \n",
      "2016-03-31 15:00:00        4.589        7.860        7.622        3.229   \n",
      "2016-04-01 15:00:00        4.579        7.820        7.612        3.238   \n",
      "2016-04-05 15:00:00        4.589        7.910        7.701        3.257   \n",
      "2016-04-06 15:00:00        4.570        7.770        7.691        3.248   \n",
      "2016-04-07 15:00:00        4.522        7.640        7.583        3.210   \n",
      "2016-04-08 15:00:00        4.503        7.490        7.434        3.191   \n",
      "2016-04-11 15:00:00        4.541        7.650        7.553        3.219   \n",
      "2016-04-12 15:00:00        4.522        7.730        7.464        3.219   \n",
      "2016-04-13 15:00:00        4.560        8.060        7.543        3.248   \n",
      "2016-04-14 15:00:00        4.570        7.990        7.583        3.248   \n",
      "2016-04-15 15:00:00        4.570        7.960        7.523        3.248   \n",
      "2016-04-18 15:00:00        4.522        7.710        7.375        3.219   \n",
      "\n",
      "                     601989.XSHG  601998.XSHG  603000.XSHG  603885.XSHG  \\\n",
      "datetime                                                                  \n",
      "2015-01-05 15:00:00        9.397        7.880       20.841          NaN   \n",
      "2015-01-06 15:00:00        9.627        7.658       21.646          NaN   \n",
      "2015-01-07 15:00:00        9.547        7.639       21.293          NaN   \n",
      "2015-01-08 15:00:00        9.128        7.281       21.194          NaN   \n",
      "2015-01-09 15:00:00        8.839        7.339       21.010          NaN   \n",
      "2015-01-12 15:00:00        8.470        7.204       20.782          NaN   \n",
      "2015-01-13 15:00:00        8.649        7.156       21.457          NaN   \n",
      "2015-01-14 15:00:00        8.739        7.397       21.278          NaN   \n",
      "2015-01-15 15:00:00        8.839        7.648       21.308          NaN   \n",
      "2015-01-16 15:00:00        9.068        7.610       22.311          NaN   \n",
      "2015-01-19 15:00:00        8.160        6.847       22.648          NaN   \n",
      "2015-01-20 15:00:00        8.101        6.692       23.363          NaN   \n",
      "2015-01-21 15:00:00        8.510        7.059       23.314          NaN   \n",
      "2015-01-22 15:00:00        9.098        6.972       23.110          NaN   \n",
      "2015-01-23 15:00:00        8.839        7.011       22.410          NaN   \n",
      "2015-01-26 15:00:00        9.188        6.992       22.897          NaN   \n",
      "2015-01-27 15:00:00        9.427        6.818       22.460          NaN   \n",
      "2015-01-28 15:00:00        9.148        6.905       24.153          NaN   \n",
      "2015-01-29 15:00:00        8.929        6.770       23.676          NaN   \n",
      "2015-01-30 15:00:00        8.649        6.712       22.797          NaN   \n",
      "2015-02-02 15:00:00        8.619        6.451       22.678          NaN   \n",
      "2015-02-03 15:00:00        8.629        6.625       23.115          NaN   \n",
      "2015-02-04 15:00:00        8.659        6.490       23.150          NaN   \n",
      "2015-02-05 15:00:00        8.410        6.480       23.616          NaN   \n",
      "2015-02-06 15:00:00        8.121        6.248       25.071          NaN   \n",
      "2015-02-09 15:00:00        8.170        6.345       24.808          NaN   \n",
      "2015-02-10 15:00:00        8.300        6.519       25.170          NaN   \n",
      "2015-02-11 15:00:00        8.330        6.470       24.684          NaN   \n",
      "2015-02-12 15:00:00        8.260        6.470       24.321          NaN   \n",
      "2015-02-13 15:00:00        8.589        6.519       26.481          NaN   \n",
      "...                          ...          ...          ...          ...   \n",
      "2016-03-07 15:00:00        6.600        5.688       16.044       15.840   \n",
      "2016-03-08 15:00:00        6.500        5.717       15.924       15.595   \n",
      "2016-03-09 15:00:00        6.260        5.688       15.476       16.070   \n",
      "2016-03-10 15:00:00        6.160        5.562       15.745       15.637   \n",
      "2016-03-11 15:00:00        6.100        5.591       16.741       15.553   \n",
      "2016-03-14 15:00:00        6.320        5.620       17.130       16.511   \n",
      "2016-03-15 15:00:00        6.520        5.727       16.552       17.805   \n",
      "2016-03-16 15:00:00        6.360        5.746       16.193       17.098   \n",
      "2016-03-17 15:00:00        6.500        5.794       16.721       17.455   \n",
      "2016-03-18 15:00:00        6.640        5.794       17.230       17.756   \n",
      "2016-03-21 15:00:00        6.900        5.881       17.907       17.959   \n",
      "2016-03-22 15:00:00        7.470        5.958       17.668       17.623   \n",
      "2016-03-23 15:00:00        7.260        5.900       17.977       17.798   \n",
      "2016-03-24 15:00:00        7.270        5.794       17.359       18.245   \n",
      "2016-03-25 15:00:00        7.210        5.775       17.160       18.196   \n",
      "2016-03-28 15:00:00        7.150        5.698       17.339       17.973   \n",
      "2016-03-29 15:00:00        6.950        5.698       16.861       17.252   \n",
      "2016-03-30 15:00:00        7.130        5.872       17.568       17.833   \n",
      "2016-03-31 15:00:00        7.190        5.862       17.778       17.791   \n",
      "2016-04-01 15:00:00        7.110        5.881       17.449       18.154   \n",
      "2016-04-05 15:00:00        7.250        5.900       17.887       18.658   \n",
      "2016-04-06 15:00:00        7.160        5.833       17.827       18.588   \n",
      "2016-04-07 15:00:00        7.030        5.756       17.339       17.980   \n",
      "2016-04-08 15:00:00        6.880        5.765       17.020       17.903   \n",
      "2016-04-11 15:00:00        6.970        5.823       17.329       18.329   \n",
      "2016-04-12 15:00:00        6.900        5.794       17.519       18.224   \n",
      "2016-04-13 15:00:00        6.950        5.910       17.768       18.343   \n",
      "2016-04-14 15:00:00        7.000        5.910       17.847       19.434   \n",
      "2016-04-15 15:00:00        7.050        5.929       17.648       19.658   \n",
      "2016-04-18 15:00:00        6.880        5.823       18.575       19.224   \n",
      "\n",
      "                     603993.XSHG  \n",
      "datetime                          \n",
      "2015-01-05 15:00:00        3.139  \n",
      "2015-01-06 15:00:00        3.230  \n",
      "2015-01-07 15:00:00        3.341  \n",
      "2015-01-08 15:00:00        3.249  \n",
      "2015-01-09 15:00:00        3.227  \n",
      "2015-01-12 15:00:00        3.165  \n",
      "2015-01-13 15:00:00        3.073  \n",
      "2015-01-14 15:00:00        2.989  \n",
      "2015-01-15 15:00:00        3.025  \n",
      "2015-01-16 15:00:00        3.129  \n",
      "2015-01-19 15:00:00        2.904  \n",
      "2015-01-20 15:00:00        2.966  \n",
      "2015-01-21 15:00:00        3.161  \n",
      "2015-01-22 15:00:00        3.478  \n",
      "2015-01-23 15:00:00        3.562  \n",
      "2015-01-26 15:00:00        3.641  \n",
      "2015-01-27 15:00:00        3.820  \n",
      "2015-01-28 15:00:00        3.673  \n",
      "2015-01-29 15:00:00        3.592  \n",
      "2015-01-30 15:00:00        3.595  \n",
      "2015-02-02 15:00:00        3.644  \n",
      "2015-02-03 15:00:00        3.654  \n",
      "2015-02-04 15:00:00        3.826  \n",
      "2015-02-05 15:00:00        3.699  \n",
      "2015-02-06 15:00:00        3.510  \n",
      "2015-02-09 15:00:00        3.494  \n",
      "2015-02-10 15:00:00        3.588  \n",
      "2015-02-11 15:00:00        3.562  \n",
      "2015-02-12 15:00:00        3.504  \n",
      "2015-02-13 15:00:00        3.676  \n",
      "...                          ...  \n",
      "2016-03-07 15:00:00        3.659  \n",
      "2016-03-08 15:00:00        3.580  \n",
      "2016-03-09 15:00:00        3.392  \n",
      "2016-03-10 15:00:00        3.343  \n",
      "2016-03-11 15:00:00        3.343  \n",
      "2016-03-14 15:00:00        3.412  \n",
      "2016-03-15 15:00:00        3.343  \n",
      "2016-03-16 15:00:00        3.303  \n",
      "2016-03-17 15:00:00        3.363  \n",
      "2016-03-18 15:00:00        3.472  \n",
      "2016-03-21 15:00:00        3.521  \n",
      "2016-03-22 15:00:00        3.462  \n",
      "2016-03-23 15:00:00        3.551  \n",
      "2016-03-24 15:00:00        3.432  \n",
      "2016-03-25 15:00:00        3.422  \n",
      "2016-03-28 15:00:00        3.442  \n",
      "2016-03-29 15:00:00        3.412  \n",
      "2016-03-30 15:00:00        3.472  \n",
      "2016-03-31 15:00:00        3.541  \n",
      "2016-04-01 15:00:00        3.501  \n",
      "2016-04-05 15:00:00        3.561  \n",
      "2016-04-06 15:00:00        3.551  \n",
      "2016-04-07 15:00:00        3.472  \n",
      "2016-04-08 15:00:00        3.412  \n",
      "2016-04-11 15:00:00        3.472  \n",
      "2016-04-12 15:00:00        3.432  \n",
      "2016-04-13 15:00:00        3.561  \n",
      "2016-04-14 15:00:00        3.531  \n",
      "2016-04-15 15:00:00        3.501  \n",
      "2016-04-18 15:00:00        3.452  \n",
      "\n",
      "[314 rows x 297 columns]\n"
     ]
    }
   ],
   "source": [
    "# 测试参数设置\n",
    "start = datetime(2015, 1, 1)\n",
    "end = datetime(2016, 4, 18, 15)\n",
    "periods = (1, 5, 10)\n",
    "\n",
    "DataAPI.set_file('D:/PycharmProjects/Selector/examples/work_space/config.py')\n",
    "\n",
    "# 获取数据\n",
    "PN = DataAPI.factor(codes, ('high','close', 'volume'), start=start, end=end)\n",
    "prices = PN.minor_xs('close')\n",
    "print PN\n",
    "print prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\numpy\\lib\\function_base.py:3834: RuntimeWarning: Invalid value encountered in percentile\n",
      "  RuntimeWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                   factor\n",
      "date                asset                \n",
      "2015-01-23 15:00:00 000001.XSHE -0.522577\n",
      "                    000002.XSHE -0.776399\n",
      "                    000008.XSHE  0.353736\n",
      "                    000027.XSHE  0.897875\n",
      "                    000039.XSHE  1.040377\n",
      "                    000060.XSHE  1.462682\n",
      "                    000061.XSHE -0.816581\n",
      "                    000063.XSHE  1.974305\n",
      "                    000100.XSHE -0.462562\n",
      "                    000156.XSHE -0.969866\n",
      "                    000157.XSHE -0.495282\n",
      "                    000333.XSHE -0.158768\n",
      "                    000338.XSHE -0.293722\n",
      "                    000402.XSHE -0.037679\n",
      "                    000423.XSHE  0.692135\n",
      "                    000425.XSHE  0.361662\n",
      "                    000503.XSHE -0.993919\n",
      "                    000538.XSHE  0.285871\n",
      "                    000540.XSHE -1.231712\n",
      "                    000555.XSHE -1.251225\n",
      "                    000559.XSHE -1.005984\n",
      "                    000568.XSHE  0.455115\n",
      "                    000623.XSHE  0.332729\n",
      "                    000625.XSHE  1.102726\n",
      "                    000630.XSHE  1.266266\n",
      "                    000651.XSHE  1.529275\n",
      "                    000671.XSHE  0.927728\n",
      "                    000686.XSHE -1.262915\n",
      "                    000709.XSHE  0.532956\n",
      "                    000712.XSHE -0.310666\n",
      "...                                   ...\n",
      "2016-04-18 15:00:00 601628.XSHG  0.082977\n",
      "                    601633.XSHG  0.348981\n",
      "                    601668.XSHG -0.773733\n",
      "                    601669.XSHG -0.827136\n",
      "                    601688.XSHG -1.002885\n",
      "                    601718.XSHG -0.581460\n",
      "                    601727.XSHG -0.703659\n",
      "                    601766.XSHG -0.632878\n",
      "                    601788.XSHG -0.417544\n",
      "                    601800.XSHG  0.173465\n",
      "                    601818.XSHG  0.500260\n",
      "                    601857.XSHG -0.066833\n",
      "                    601866.XSHG  0.705569\n",
      "                    601872.XSHG -0.761108\n",
      "                    601877.XSHG  1.837283\n",
      "                    601888.XSHG -0.087499\n",
      "                    601899.XSHG  1.790660\n",
      "                    601901.XSHG -0.571668\n",
      "                    601919.XSHG -0.132658\n",
      "                    601928.XSHG -0.792407\n",
      "                    601933.XSHG -0.347526\n",
      "                    601939.XSHG -0.267997\n",
      "                    601958.XSHG -0.855762\n",
      "                    601985.XSHG -0.814409\n",
      "                    601988.XSHG  0.367519\n",
      "                    601989.XSHG -0.173383\n",
      "                    601998.XSHG -0.923863\n",
      "                    603000.XSHG -1.236110\n",
      "                    603885.XSHG -1.202736\n",
      "                    603993.XSHG -0.804283\n",
      "\n",
      "[80412 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "def unit_test1(data):\n",
    "    volume001 = Factor_Volume001()\n",
    "    factor = volume001.factor(data)\n",
    "    return factor\n",
    "\n",
    "factor = unit_test1(PN)\n",
    "print factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "因子的IC值：\n",
      "                           1         5         10\n",
      "date                                             \n",
      "2015-01-23 15:00:00  0.019877  0.035718 -0.048363\n",
      "2015-01-26 15:00:00 -0.034091 -0.186256 -0.053578\n",
      "2015-01-27 15:00:00 -0.006880 -0.242404 -0.147552\n",
      "2015-01-28 15:00:00 -0.068660 -0.235780 -0.172415\n",
      "2015-01-29 15:00:00 -0.115076 -0.145672 -0.086823\n",
      "2015-01-30 15:00:00  0.145630 -0.062791  0.008304\n",
      "2015-02-02 15:00:00 -0.191091 -0.138584  0.044878\n",
      "2015-02-03 15:00:00  0.155766  0.044228  0.250672\n",
      "2015-02-04 15:00:00  0.036724  0.089378  0.171891\n",
      "2015-02-05 15:00:00  0.045599  0.051179  0.084023\n",
      "2015-02-06 15:00:00  0.021183 -0.021860  0.046119\n",
      "2015-02-09 15:00:00 -0.122571 -0.129529 -0.069244\n",
      "2015-02-10 15:00:00 -0.165271 -0.129513 -0.068247\n",
      "2015-02-11 15:00:00 -0.015551  0.007071 -0.012601\n",
      "2015-02-12 15:00:00 -0.157596 -0.007093 -0.048875\n",
      "2015-02-13 15:00:00 -0.238257 -0.071739 -0.133583\n",
      "2015-02-16 15:00:00  0.132494  0.149226  0.100678\n",
      "2015-02-17 15:00:00  0.209484  0.181146  0.083421\n",
      "2015-02-25 15:00:00  0.177816  0.036146  0.025896\n",
      "2015-02-26 15:00:00 -0.007381 -0.158542 -0.056436\n",
      "2015-02-27 15:00:00 -0.011432 -0.043989  0.006914\n",
      "2015-03-02 15:00:00 -0.158389  0.007090  0.021447\n",
      "2015-03-03 15:00:00 -0.079276 -0.015406  0.161158\n",
      "2015-03-04 15:00:00 -0.211166  0.128688  0.196336\n",
      "2015-03-05 15:00:00  0.429262  0.465407  0.311676\n",
      "2015-03-06 15:00:00  0.149751  0.270983  0.055724\n",
      "2015-03-09 15:00:00 -0.115745  0.052718 -0.045284\n",
      "2015-03-10 15:00:00 -0.000169  0.102207 -0.001787\n",
      "2015-03-11 15:00:00  0.074606  0.041347  0.020610\n",
      "2015-03-12 15:00:00  0.010451  0.126822  0.165259\n",
      "...                       ...       ...       ...\n",
      "2016-02-22 15:00:00  0.028474  0.144610  0.114283\n",
      "2016-02-23 15:00:00 -0.085951 -0.012731 -0.072005\n",
      "2016-02-24 15:00:00 -0.129339 -0.229663 -0.174537\n",
      "2016-02-25 15:00:00 -0.264878 -0.262682 -0.154960\n",
      "2016-02-26 15:00:00 -0.157686 -0.184662 -0.034315\n",
      "2016-02-29 15:00:00 -0.075399 -0.041190  0.187215\n",
      "2016-03-01 15:00:00 -0.025801  0.095586  0.212980\n",
      "2016-03-02 15:00:00  0.088709  0.045832  0.076428\n",
      "2016-03-03 15:00:00 -0.302328  0.018007  0.103242\n",
      "2016-03-04 15:00:00  0.410731  0.258635  0.475203\n",
      "2016-03-07 15:00:00  0.115819  0.197121  0.320355\n",
      "2016-03-08 15:00:00 -0.240169 -0.035412  0.273638\n",
      "2016-03-09 15:00:00 -0.045006 -0.193674  0.207245\n",
      "2016-03-10 15:00:00 -0.144591  0.018590  0.023767\n",
      "2016-03-11 15:00:00 -0.257307 -0.292794 -0.322105\n",
      "2016-03-14 15:00:00  0.063848 -0.076006 -0.175741\n",
      "2016-03-15 15:00:00  0.076136 -0.085322 -0.086282\n",
      "2016-03-16 15:00:00  0.063804  0.024545  0.077014\n",
      "2016-03-17 15:00:00  0.081767  0.085408  0.107431\n",
      "2016-03-18 15:00:00 -0.014642 -0.134579 -0.174857\n",
      "2016-03-21 15:00:00 -0.010511 -0.020685 -0.111208\n",
      "2016-03-22 15:00:00 -0.134402  0.050884 -0.122622\n",
      "2016-03-23 15:00:00  0.107031  0.042676  0.033413\n",
      "2016-03-24 15:00:00  0.060731  0.050578  0.123563\n",
      "2016-03-25 15:00:00  0.171863  0.205921  0.248738\n",
      "2016-03-28 15:00:00  0.038161  0.239995  0.137604\n",
      "2016-03-29 15:00:00  0.203475  0.257685  0.166622\n",
      "2016-03-30 15:00:00  0.090447  0.051113  0.127817\n",
      "2016-03-31 15:00:00 -0.008688  0.091999  0.062932\n",
      "2016-04-01 15:00:00 -0.145571 -0.051980 -0.003245\n",
      "\n",
      "[290 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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mTXHx4sWA30s0O3/5ygguY7kNx7KLIxgNUeMS67kY8H1PbLfbcfr0aZ/5mojC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VaIvpALOzYEsHM4gG3DXVcdgvIwmmpNRDxTQjRZRCJbxmw8j9dPzeP1U/M3jGkw4sHv3jGIu/f2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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x708aaf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:215: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=22,center=False).mean()\n",
      "  pd.rolling_mean(ic, 22).plot(ax=a,\n"
     ]
    },
    {
     "data": {
      "image/png": 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OY8SIUdi9exd+//0IRo++GyNH3oGff/4Rb72VCb1ej/j4BMyYMRtr1/4NV1zR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WKRdgZGwLaurXi96w28OWYunCFpBFkF7w+aUWB2YnbhPMwrmo+5hfNgYazoiTTj59sfx+G+\nU7C7mbQPv/da30G1oxoF5iKE+CAq7VW4ad7NcYNVSVaQ7ldyhfvxp4N/AAB8bt4XMjKhNNAURAn4\n4sLb8NMtP8Tm9o1YP+08TM+bkfa17JCsNkamBngRToR16J54ZOAQjgwcgpk249pZ/6b7vUwMlXBE\nIBQVM04mmShSXVep1AIxHGYGAVaY8GIEkPxY11aei62dH+GY+yheOvYCblv8NdhN4xNqUhFIEc/s\nNBuADNa+RoZEV+QwjrmPwsbYcO/6X6DQnJtOpGXomZ3IWb3Pz47aDJY5zTjR68dSnYIciqRwzczr\nsbpiLV4+/iL29+9Fi68FLb4WvHLiJZRYSrC0dDmWlq3ArILZozaQ6eKuR0KSRGZZrClwBVhsPtaH\n9bNKExp9zipzYOORnrTFiFZXUFe0oBZlhKIo2Nz+Pv7S+CxkRcbcwnm4Y9m34DAOS/CL7Sbd3VQD\nTWVUNAPUokuR3YgILw7FSme2NirPs6DXxyYtRgDA2voSvNbQjsp8Kww0ifOqL8TyspX4ydYfot3f\nhg/aNuLS6ZcnfK0vwsPMUBkfXzpiRU81ZSg3GymthbnJZkaJHc2uIBZOy6yhpwf175p4fcxJHHZ1\n78Cm9o1o87cCUB87tc7p6PC3oSN8CA/vOQpRAmqdM1DtmYMrZq/FdGfdpEZhx1RWeqjIt2B6yI7t\nTS6cOyt7xY8gyZqVEQxNqgrqDK8Vlh9uxlUXWrGndRCzytTCrpb1+MhEqVygpuIZdRUjfBEecyvz\nUJFnwd92tmBeRR4uX5hZ0snI15xVRkwQE7XhDGTZLU4FTZGYV5GHw51eLMmgypWpMWKrrwWPNTwE\nN+tGvikf31lxJ+YUz9DkLpsMiiJ0zydyggyTY2JuxEaGQnWhNSdmlulgeRGriq9GDUFie/fH+N/G\n/8b7nTWodtRgbuE8mI0l8Ib5jObuAilimAA1+YGhDAnNRYuGOjxa1CHZygZd4X681f5H9B3rgIAQ\nZEVBUBBQYrKDAAFBFiApEgRZBEXJGAhHwUohdIe6sal9IwgAReYyNHs64DAbYGXsWFW2EsvKF8FI\nGyErMmRZgqRIkBQZsiKhL9yHrZ0foSPQgY5ABwDglLcJnYF23L3q+7AZ7AhxiaXxMXpDPXhi36Ng\nRRbLSlfgktrEC8h0GGgSnChhmqMal9dtwDstb+PZw3/CT879edoOGStIo47RZFBHJPQSm2+PCBE8\nd+QZAMA1M6+H3aD//DcbEj+oQpyacHCmMDJeNhkOM4MgK6Bc3ySULtL5qcTM8e7Z8gNs6dyM9dPO\nw8yC2bruqdEh5/BcQpMStve/DhDADXM+k7NCBADkWYzwhbmExQhfhMessuHz1mqkEyp1tFJiLcXX\nl38LUTGKxsHD2N/XgAOu/XBFXPhn6zv4Z+s7mF0wB3et+l7ciDAYFWDTONucZzFAzqEk/nCnF82u\nAK5ZMi1p1zfWjGF5MeUse6+fRYHVqClWGVCfBaneT5AE/PnIn7C18yMAwGXTr8Rn535+3KbKxFBY\nV6/PjX+k2Z8eJFkBFKAq34p+PzuU5JTZ86w8z4yjPT4A47v4sqKqUQ00iRXTi7DjlAvnz1H9d6wG\nG74w/0t4dO9v8OqJl7CyfBXyTOM3yY1dXliNTEZrPi1EeDWtgCbJnHlGBJOMmJ1uphfb8d7h7skp\nRgjiuIjovlAvNrW/j4+7PkJEUEfqrIwV51VfiAurL0aJtRTeqAePbn0NHrEJg3w7eiMtOOU9ib2D\n78JMmzGvaAHmFy/EgqKFEz7ew/IiLBk8IxZOy8emo7043uvHnCx97vTEVRuHRn8zLUZEBQmmIb+1\nfKvqo6bnmsi1gaUnxKHAZhgqRmg7jgDLI89sQGW+BV9en1lMsqIoaBw8gs3t7yPA+UGRFGTBipWl\nF2I1kqfCnDkrvSQc6fJqjuHKJRRB5DzuSp0xmrib8PzKPLzW0J7Rg2lkdGI6FEVBT6gbe3p34u1T\nb0KQxYyd0BNBk6TuKrzavZg4KePSmgK8sa8TM0rsE6qOaB0IYUaJE1dV3A5e5rG3dzdafM1o8TXj\nw45N4AQZH/TVYn3tCiwqXoLavLr4BjUWF0mAwAnPcWxsfRenvCdRbClBlX0aJMEGI+lA44Ab+aYC\n5JsKYKJN4KQoXjvxMja2vguSpHBB9UW4uv66UYufIrsJx3p8mn6HbFyp+8N9uH/Hz9EXHIQkK3Ca\nTah21KO0aAW+svry+CJVVmSIsghe5PBKQwvWzjHh2GAjjg4eQbPvFDoD3TDTRlw783oUEWtRX1KQ\nsjsFADfMuhFHBg5BVmTQFI0/H/5ftPha8Kvt/4XvrfkxgiyTsLvpZt3Y1LYR77a8DUmRUGQuxlcW\n3575DDxNgRdkwAxcN+sG7OrZgTZ/Kza1b0xb4GB5MZ5/DahO4Zl2WWVFxpP7H0N/uA+V9ipcWntF\nRu9jYsZHtQLqonSy3MtzQVRIPBoxEoeZQf+QvHui4DTM9pfbKrBhxjV4s+k1PHP4adx77i90nQZR\nMbvUnrFIsoT9nvcRFDyYVViHC6ovytl7A6rXgjfCozKBz5M3PP5+ZDcxaixdFvJmE23C8rKVWF62\nErIio8lzEvv792J718c44TmO3zU8gv9ceTdoUlXLODRuwAptxlGJLgQxPiVHC6IkY9PRXliNNK5d\nVp22eDCrzIGTI6K6xxKKCurGlCI0m5iyvIS8JEbGHtaDxxp+gxZfCxiSxq2Lbse6qnOTvlc61cZY\njDSVkd9G/5DJc1meGW0DIRhpMmOTPLOBTqrOiPLD19iMEjuO9fiGDKbVc3JZ2QosKV2GA/378Lej\nz+GOZd8a9x6irKCpPzBhxQhh6F6jxS1fK2FufErPVMDEUJAURZN3SrZI0rD3VLP3FF498RIaB4/E\n/70ubwYurr0UK8vXwEAN37vyTQVYlH8JSOJSXDi/AE3eY3jxwFYQxk70R/rR0LcHDX17AAAllhLM\nL16IeUULUGGrRLGlZNR7ZUuYz3yk5fw5ZXhzXwcKrIb4+Z4JgsYkC0AtTkaF8cbcWolw4qhnYk2h\nFR3ukObXM3RuxzQ8YR7Ti23q+2pWRgiYXZ7537s/3Iff7n0IXcHOUV/nBAkHBnbi8+eel/S1ac8U\nv98PSZJQUKDezHbv3o36+vr4/z/dDEzwwi5Zl8luZhBg08cg6sEf4XWZ1uiFJImM57DSxWYpioJW\nXzMa+vZib99u9If74v92QfVF+ML8L+Usjk8d09CpjMhizEQLBnootaQ/EJdmTQTNriAunl8OmqTx\njeV3IsgH0BXoRKu/BYddh3Bs8Bha/afgPtmB10++Chtjw/S8GfCwg+gN90JWZJAgII/Yevg5P055\nmxCKCjDSFN7vHr55GykjSIIEK7IgoKZAvN/2HrZ2foQ7V34Hc4vmA1Bl0FoXdr4Ij3yr/oderBDh\njXpRnz8Lqws/iw0L5mEwyOFkX2BUt4wkSBgoAwyUAbNLKmCUzbhu1mxcN+sGcBKHVw7sxsrqGZhZ\nXIH97W5Ncl2GYkb5Ifx4XQ0e3PUrdIe68eDu+3F97bdgN6kFjYGIC3t7d2NP7y60+Jrjr1k/7Xzc\nOOemrBIhjPSw67KJNuML87+E3zY8hFeOv4SVZavhNCVflI/1EhAkAQFhEEE+X7eq4dUTL+Gg6wCs\njDWruE3TUJrGWIJRAdMmwCR4oogK0rhu1ljsJgan+vWb3ekhpFHyf3X9ddjZvQ3dwS784cDjKFeu\n1TziFeUlFNmzu58rioJDAwfwbvPbaPadgp+NgCQIfH7+LTmfgc+3GnCiN3G8pyCN9xNaP7sUb+7v\nxL8tr86J1xBJkJhdOAezC+fg/OqL8IvtP8PhgYN4rOERXDXjWvhZB6zWMLZ3HUKRpRj1+bOS/g3G\nGgzH4nn1jDR5wxzeb+zBiulFmv0d6koceOtAZ9JiROtACHXFNnjCvObutisYxaIE78cKLH6+7R54\no14UmovwrRV3o8ZZq+k4tWJkKHjTpKwkossdxrRCK0rsJuxuHkCJw5zV2kItxo5XnLBjko8umFOG\ndw9344YVNfF13M3zv4Sjg0ewq2cnVlWsxfKylaPegxdlcGlSpVIxGIyiyxNJWcwgCAI0RYDPkcQ8\nmfnu6YaTONisAbx7ciuMpjBckX64WTfmFy3AJbWXT0gTakvHh3j28NOQFAkMSWNN5Tm4qOZSTM+r\nS/oaiiTAiTIcJhuWl69ER3cJrltWDXd0AEcGDuPIwCEcczfCFXHB1f4BNrd/AEAd9bh0THR8NkQ4\nMeNYTYokcPmiSvxjf2dKxVY6VPNIbb+LiabAp0l8SEVUGO0dM7vciR2ntHu4MSQJQcyd4s0T5rCs\ntlDXmIY/kp06/4Wjz6Mr2Ik8Yx4uqb0M9QWzISsStnU0YHP7xpSvTfkJHz16FLfffjt++ctf4rzz\n1IrGtm3b8O1vfxt//OMfMWfOnIwPOlcEWP1xZHqQZAVUgpPZOTT7m9NiBCtMSHxWLuAECaYEygJv\n1IO3Tr2BfX174Y0Om3raGBuWli3H6oq1WFC8KKfHkomjPSfIOe3kJWJJTSHe2NeOmaWOCXkwiZIM\nQZJH3eDtBgfmFs3H3KL52DDjGrBCBE9u24yCwn4cch3EIDuAwwMHR72PDAUOgwMX1lyC1RVr4Y16\n0BXsxJamZlQUKQhwPviiXniiHnCSGg013VmHLy68DTRJ4+/H/4ZDroN4aM+v8Z3VP0Bx8UrVGXwo\n0ihdwcsT5lDu1GcO1xfqxQM774M36sWsgtm4fdHd2NcaAEmoUttUhbK5FU7sah5AzdAIiZEywqxU\nY0ZROQDAnKQzn44CcwG+v/Ye/GL7vegIdOC5o7/F0vKleKnlYHyWEwAYksGikiW4ou6qjDwixjJ2\n1nlZ2QosLlmCg64DeGL/bzG3cD4okgJN0qAIeui/FPJMefCyJgiKEa+d+Ae2dn4IT9QDX5jDZrcB\n0+w1mFkwG4XmQuSb8uE05iHfXIB8o6qQiZ3TYZ7FjoEX4eo7ABIEvr7sW1lJPhmKSPiwDEUzi4g8\nXWhZ8NtNTEYRmnrQuhE0UAZ8Y/ld+NWO/8Ke3l0ooXlcJd6tSQGX6eYmRk+oG88eehonPMfjX6t2\nVuCCmoviBc5ckmcxwhsZH3OXrNlgNtBYV1+CTUd7ccWi5BGPmVBuq8B3Vv8A92//OQ7078OB/n0I\nsRIsRjLuo5NnysfaynOwYcbV44qEY0fcLAbVP0drMeJUfwD72z24bGGlroWngVZz45PFF7cNhnDJ\n/HIIUgChqLbCNJfkPNrTuxPeqBfT7NX43tofZTT+lQ7j0LibXnp9LJbWFsY9mrgE8aB6KLQZ4Qnz\nqByzcYvw0qhnvc3EoL7EgYMdnnhKWZGlGDfO+Ryeb/wznj30NGYXzIHNMLyGFCQZs8ucaB0IYq5O\n5Qigxtof7fEhxAk4Z2ZJ0nUNRZKQ5Nz4qIU4UXe8eK6JCBF82PEBvCddaBvohCvSDz/nhyQrCEXV\nlIQYB/r34bj7GL625N/j/lG54OXjL+CtU28CAC6uvRQ3zLpRUxPDyFCjrs8CmxGeMIdiewkurLkY\nF9ZcDFmR0eprwZGBQ2jynIAr0o+ByADea30HFmZ0qlWmqAlFmStcLAYaF85VC3DXLavOTIWuaB+r\nN9AUolkW1Eb+LKfFgDAnaFYc0hSZ0zGNkfdWrWN9vJT5mEp3sAv7+xvAkDR+dt6vRo1zl5lmotqQ\nXNUGpClGPPDAA3jwwQexevXq+NfuuusurFixAvfffz+eeeaZjA46l0gZRIjpQY2EHP/hOC0G+CI8\nchk6F2D5lDP7p5OoICWUzsVitgAg35SPZWUrsKJsFWYVzJkws5xMHO0nwxTJQJOoLbKjqS+AWVnO\nuiWi3R1GdWHqTrGZsWC6YyE2zLsStywg0B/uQ0egHcWWElTYK2EgDZAUMZ4UAQAV9krML16IkLsN\nn1peG38vRVEQESOICGEUmovi33/nyu/i6YNPYlvXVvxm1//P3nnHuXHW+f8zVX212t7X9rr37iSO\nE8dppEAqCf0uF+AHBwdHILQrcJSEI5TckUCOI8cFCBBIJe0CIc1O4rj3dbe3d636SFN/f4ykVRlJ\nM2qrdfx+vfJ6ObsrzUgaPfM83+fz/Xy+Dz9xJxbZV6nfCR1+FZ4gb2hilFiIUHut7wZDmhHi3QCi\ng26WyaDTyiYtAGVFgQLEiyb57JD1u4MIREQsbHbi7g1fw3ff+iZ6Jk9gnD8DiiRhokxY2bgK65ov\nwNL65fHe8GLA0mRSBZ8gCHxk6d/iyGt34+hEN45OdGd8rCcYwbNDZijRWyQJAnbGBYrg0efvRZ+/\nV/NxJsqEarMLLrMLY8EJnAn0o9ZmxR3LP4El9csKej0EQWj6PqbuNFQ6ehbosQVMKVGLOPomgR3O\nTnxh/d24b/u9OOl/B08ffwK3L7kt5+MKadMI8H788J3vYYKbgI2x4fq5N+Li9k0lWXDGYDPEm2Wb\nMLfX2tAzEcCRAU9SmlYxmOWcjX+9+Nt4rfcV7BneBU+wHy5LI+ZUd6HX14MJbhwvnnoOr559GdfO\nfS+umn1NxjHEZtJnQivLCrYeH4Eoy7hpTUdevj2LWpw4OuTFujmqn8eh/kkwFInZ9Q4IUf8Hu5mB\nJ5R7PA1n8VjZ1v8GAOCqOdeU7LqIRXsaQVYUiAlRfU4ri1FfuCCDyGqbCZPBSDwGL0Yoku7LsqLD\nhSd39WBuY1W8+HT5rKuwa2gHjrmP4jeHHsGnVn82/veiJGNhsxOvHxvOqxgR5EVsmt+IYa9qcHrZ\noqb4giuxkFdoylAigbBQUDx5ofh5H+7bfi96fT2gaRJidNygCAqNjnr4CQsu6JyLRlsjaJLG40cf\nw+7hnRh5cxhfv+gbsDLGNlpSURQFY+EevDX8J5AEiY8uvQOXdV6u+/FmhkJzQntZYzTZIVF1TRIk\nulxz0eWaG//ZA1tfwE7Pb/D08SdQY67FJR2bC3odqS2h+dBQZcGS1mq8dnQIly/O7DdQDMwMmbeh\nbSY66+y6lZAMRUwTTrgAACAASURBVBS1TaPUZvqpvHBKLZxtar8szVfOzFBQ5OzXQtYZi8/nSypE\nxNi0aRN+8IMfGD3XklHK3PaIKIHVuGk7LSwGPfpz2fUgKyiLi3A+71dEkFCXssg84zmNU56TsDJW\nfHH9VzE7wZ+glOSjjADK8+Vc0VGjqiOaiq+OODXqwzodOdeNVRaMejm01tjQZG9Gk7056fc0kb6r\nFQinO/wTBAEbY4ONSS6AkASJO1f8P0iyhO2Db+Fn7/wMhEyh07YcPLURV81fn/U6COjoCQ0KQewf\n2YMdQ+/g8NgBCLIYL0TEdh9ic6Fsk9oYpgQpbGp8qR6n31QmgzzGA2EsbHaizlqPL234Gv7tlfux\nqnUWNrSqBYhi9l8mYqLJtBjGemsD7r7gazgyfhiSLEFUREiyBEkRIcrqf2OhUezmjkKBgpWNq/Ge\nOddhfs0CvNY9gmUdVZiI9KLHewaTYTcmw5PwRP+LKWRGgsMYCQ5DEGXUmhvxLxd/GR1VxSzHplPu\nG2ohhAWpKB4Xwx4OLE3CaWXzuh8EIgLqHPrbgObXLMRn1/4jvv3GvXju1FNY07IKc13ZzauMeAgl\nIisyfr7vp5jgJjDbOQdfuuBraeNLKUm9903m8K+5KJpk0FxtKaoKElCLwB9a8lF8cPFH8NiOo7h9\n/UIQBAFFUXBy8gT+dOIpHBzbjyeP/REvn3kJN86/BZd0XJaWQmVl6ZwtcoGwgD9HYzvzWZTG6Ki1\nY9eZCaybU4dhD4ez4wG0uqx4fOdZzIuagNpNDPrcwZzPNerj0OhM30keDY7guPsYGJLBuub1eZ9r\nLliazBk3l8qoL5zUw97ktOBg32RBRVOXlcWJkfQWIo5P718nCAKXLmzC693DuH5VO4Cp+/E/vf5l\nbB98CysaV+HC1o0AVGWv3az6UuRjHB2Lslw3pw77e93486FBXLmkBSRJQJCU+PPRpHFT8UwEIuK0\nGRd7wx58f/t3MRAYQKO1ER9YfRvMYhXqrQ2osdSCJEi8c2oMTU5LXGm5uG4p7t/5A/T7+/DIwV/g\nU6v+oaD7liApOOR9GQBwzZzrDRUiANW/LFFRU19lwYE+N5a0Zn6MoiggIrNxy7yP4MmTv8EjBx/G\n7Oo5aK/qyOs1AGohy5Znm0YiC5qdGPOHcbDPjWXtBu0BDHwMLE0VXWm/oMmJfh1jIRCd62h8hfac\nncBqgzG1+Wy+RgTtta4exkNjeHvgLZAgcE3XdWm/NzG5k4uyXimiKEKWZZApyQeyLEMQSis11Uts\nIZHNkbkQMkXDOK0MvKHivQe5HNCLRcxZlaWNXahhId0z4tUedcC8uO3SpAprqSmmWVKxYWkSs+od\nOD7sw4IiqyP8OtuCmqstGIwWI/Qy4guj0am/ik0SJD656u+xvGEFdo6/hb39+9E9uRP7xrbj5f4W\nXNx+CS5uuwR1Vm2Hc62bdZAPYM/Ibuwc2o7DY4cgKergRQBY07QWn1j595q7gxFRzilRbnVZMTgZ\nQldjFYY8HJoSJsH5FCPCgpSkpmh1tOHqls8mKUtKBctQ4DWUHPNrFmJ+TfbWuSd2nsa1K5thYaZe\nv5WlIYgEFtYuwsLaRWmPiSlkYsWJM+OTaDTPRUdVcXcqEheK5RoP80WroKu3dSHWX51J2v3ykUG0\nuqzwhngoimpQ6LSycFlNaHVZc+42GYmJjLGiYRUuaLoSe8Zfxs/3PohvXXJvVslxJA/ViqzIePLY\nH3FgdD9sjA2fWfP5shYiHGYmutCZem88QR6uLMUIkiRwxdIW/PngIG5e21mSzQKCIGCirPHriSAI\nzKuZjy9u+Aq6xw/jD92/wxnvafzq0C/x0ukXcPPC27CueUO84Gs10RjKsjHS5w7i7ROjuHxJM2rt\nhe1UUiQBl43FqI/DG8eGcX20n3tlR038/O1mWlebxohX+57z1sA2AMDa5vVFlb2nYsqjR7zfHURb\nzdTOd2wHupDrwmVjNZV5IV7UfH/qHGY4rSxOjvji6V0NtkZ8aMnH8MjBh/HLA/+NjqpOtDrU9iKC\nINBRZ0efO2hYcZCoHFrRUQPToAcvHOjHe5a1ghOm0hIoMr8NIi1UU8zyRVDGCApBfP+dezAQGECr\nvRV3X/B1zGvvwNhY8s723EYH9vW648WIZnsLvrDubnxz6z/hncHtWFK3DJd0XJb3eRybOIn+0BHU\n2e24es61hh+fqq522ViM+8NZNyHdwQjCgoT1zZfBzQ/itd5X8D/7f45/3vhveSucQ5Hircs2zmvA\ns3v7UGM3pymIsmLgkjQxFCL+/DwIs3kLvndV/gUdADg25DVcjOBSWrz04OX4pPYjvcTu67Ii48LW\njai3NqT9DUWqLdzZyHq269atwwMPPIDPfS7ZpfenP/0pli5davikS4HTohYFSlWMyORMztKUblMQ\nPagXT+kH4JjE22iPY6qBZVAI4u2BNwHAcOW2UJgySJ0LYWVHDZ7apaoj8jUM1UJvtb3RacGBvsnc\nf5jAqI9DR60xU0WSIHFR2ybcsOpaHD57Eq/3vo5nuv+McW4MTx9/As8cfwKL6pZgU/tmrG1aD4Zi\notnTya8jyAfw6OFfYfvgW/HEDxIEFtUuxtrm9VjTtE4ztgxQbwJ6IhVbXVYcHfKiq7EKw14O67um\nFCb5FCM4QYQ3QYosSnJBcbVGyLfXGQBIgkoqRACqzNvPCUCGDdNEhUyrow1y2A1zhgz0fDExFCLi\nlK8LpyOZYrqgoruAqddxovt9NpwWFv4wn3FhaGNpXLZoSs0kyQq8IR6TIR6vHR3G+9fPyvr8+RqH\nXdl5A/qDRzEaGsJPdv0Ytyy4DXOyFJn1jkeyImPP8C48deyPGAgMAAD+36rPZCxUlopqm9pGlliM\nmAxFcsbHOS0slre7sO34SDxasZhIshrhqMWiuiX414u/jV3DO/D40ccwEhzGz/b8BM86nsbmzi24\nsGUjrCyDkIYyQlEU7Dw9jvFABDcWyYgTABa1VOPp3b24ZEFj3FguNVNej9x5xMelxSQqioK3+rcC\nADa2ZXZeLwYkScBozXNwMoTlCedcYzOhysIUtBPOZiiKcHzm7/GFc+vxRLRdI8bmji044T6Gtwa2\n4Se7fozbF30IvcFhDAdYzG2owa4zE4aLEalFx4Ut1WAoEs/v68fq2bXxeTdNEYYTzioJURbwwK77\nMeDvR4u9BV+58F9QZdJuD6qxmeAORJIW9032Znxs2R34+b6f4deH/he1lrq82xefO/kUSILAZR2X\nZzwHI5AEgTn1DrxxbASXLGjUvFYHJkNorraCFyXcvujDODC6D2e8p/HSmRdwbdd78zquKBUvdYQg\nCFy9rBXP7OnFNcvbDCdeyIqMocAggkIAIYFDSAiCE0PghBBCIgeWYjGvahUiQn4tNmo7v/ZrLbSA\nbXRuCsQid42N996QgGqDaY5BIYiH9jyAg2P7QRIkrut6n6HHJ5J1xnLXXXfhk5/8JJ599lksW7YM\niqLgyJEjqKmpwc9+9jPDB5NlGd/85jdx7NgxsCyL73znO+jsnJL5vvLKK3jwwQdB0zRuueUW3HZb\n7t5Vp5WFj+MLiuDKRibPiHzocwcx7OU0pfbeMvlFGIl5OdSvLmiXtrnSDCDf6t8KQRawqHYJmu2l\n7eVKhSIJQ1/Qcu+yMhSJrgYHjg95DceNZUJrEZ8JM2N8x2fEy2HNrNwtIJlosDXi/YtuA+Ffi0Wz\ng3ij7zXsGd6JI+OHcWT8MJ6w/AEfW3YHmswLkmTRJ9zH8dDeBzDBjYMEgcV1S7Cu+QKsblqb1neW\niilaRNAT21rnMGPs2AiAqDdLwoJEXQgbV0YwNBmP1POEeFTnkRCSD2w0D9somaR77bU27Dw9rlvJ\nE4xIqClwhzUVC0slRWMFwtomeZVArE2MptRdi1jRkdOpjHCYVfNjrWKE1lhFkQRq7CbU2E040OvO\n+fyKgrgRohHsJguu67wDj5/5IQ6PH8Lh8UOY7ZyDK2ZfhfXNFxpOS1EUBftH9+HJY39Ar68HAFBr\nqcNtiz6I5Q0rDZ9fobiiJpbtCb47asxwbrXZgmYneieCODsewKy6/JNwtAgL6UkKiRAEgXXNG7Cq\ncQ229r2OZ44/gX5/H35z6BH89vCv0WRrhRiuwTgxC3bWDjvjAEtacaAnhNm1ddi0sE33vUMPLdUW\nrJldl3G80Lsw1zKvPDl5AqOhUVSbXVhcAiPTQlAUJS15hSAIXLeiveDnjrXnJL53IT7zzjJNkbAw\nVFLrBUEQ+Niyv0OP7ywG/P34j10/hCcYwd7XHsVc1zyQ4UXYOP99sLLGFlypn2dXYxUYmsSfDw7E\nd2ypIrVpTIcizs/78KuDv0T3xGE4TU7ctf4rWYsABEGgscqCEV84SWF5UdsmHBk/jG39b+C+d+7F\nRa0X4wOLP5L1ubzhEAZ8vRgPD2MoMIB+fz8OjO4BQzG4puv6or3GNbPrsP3kGN4+OYaL5qXvXA+4\nQ5hdbwcvyrAwdvzt8o/jRzu+j6eO/RErG1ajxZGlx6PECJKAsMSBEzgs7BDxq51bceG8aghyGGEp\nDE7kQJM06iwNaHW0pu3MeyNe/GTXj3By8kTW40jy43CQbVjQ/kU02owVncOiBEuJ4mg5QTLcWh/K\nI1bVw/FoMJDmOOgfwH/s+iFGgsOwMTb8/erPoa0q/7Ew69na7XY8+uij2L59O7q7u0GSJD784Q9j\n7dq1eR3s5ZdfBs/zeOyxx7Bv3z5873vfixc1BEHAvffei8cffxwWiwUf/OAHsWXLFtTVZV8gOS0s\nhr1cXuejB0GUMubUMhRpKHPYE+Sx58wEOmttadm5Xk7IO6vaCKzOmJeIIOHIgAcAsKS1OrrzOyWh\njrVobJl1RelONgOMQc8IdeFQXiO8FR01eHJXD+Y3O4uijghGBNhN+q8Pe9S1X49cOxQRQZJEUarY\nDE1jQc0SLKlfhiAfwDuDb+OvZ/+MgcAAfrTj+2i2zEW1qR5neCuOTnRjKDAIQE3r+NTqzxq6CcSM\n2yIaLUSpkAQBMlrEokgiaWAnM/TqZSPMS2hyWuANqYadE4EIaorcU56JVANLvXAZJrfVUTNevTe8\nfKruubCyNLiEAqM/LBq63stJ3KyNofDOqTHU2k2oc5gR0WnqWBVNYtIiVtyaDiwsBTvdgO9e+n38\ntecveKP3VZzxnsZ/73sIvzvyKDZ3XIbLOq9ArSX7PVlRFBwZP4Qnj/0xbm5cbXbhfXNvxCUdm0GT\n0/O5umwsBgeS2xlESdE97m1e1ISndvWg3mEuyCU+FfV7qaO9h6RxWefluLjtEuwZ3onX+15F9/hh\nDAZ64QmexOhJNTVJlGT4wgIcJgbb3CR+fUJtdbMyNthZB+yMXS1asHbYGAccrAM21h7/eau9LWs8\nMEEQWJNDNqwguzdVJp+f7YOq2vLC1o1l8Z8ywrg/ohm9XoyNMJtJ9f1ITMHJtbMcU/TZE+Y2ZtqM\nf1z3JTx9/AkEhSBODE9CpAaj0d1H8On/ex4b2y/Exe2XYGHt4rzf445aO65f2R6fG9MkaThuXYtc\nyVjFJCSE8MKpZ/HymZcQlsIwUSZ8Yf2XdSm25jZW4eSIL6kYAQB/u/xONNqa8KcTT+KtgW04MXkc\nX73wn5PGTDfnxr7RPdg3shs7+veDEyLRqHP1uyIrCja2XJ5RDZovF8ytx7bjI9hxegzr5yS/xhAv\nxosRALC8YSU2tm3Cm/1b8Z+7foRvXPydNEWlEYYDQxgKDCIshREWw+DEEMKivn/H2nVjRAQJLw9L\ncFoZaJlCvGfOtbh14QdAEhS8wjC+ve1HGOfGYGfsaLI3w0JbYWUssNBWWBgrbLQVo6FRbB94G0OB\nM3j08CO4a/1XDL2+SAmVnIIoayoxsxHKoqrKhC/EY36jPiXO3uHd+K+9DyIshdHu6MDn1t2l2Z5h\nBEIpYyny3nvvxfLly3HddarBxaZNm7B1qyrJO3r0KO677z48/PDDAIB77rkHq1atwjXXXJP1OW+4\n6RYcOXYir14XPQQjIiiS0Jxk+jgeFpbOWKxIJRAWQJEEQhERtSk3tUBYAEtTRZM1ZTsHPcfxcXy0\np1K9IQYjYjwlgZd49Hp6QZEUZrlmQdsLv3TwogxelHTH/kmyAj8nlG3nOkYwLIAkiaK0EBl9zaGI\nCIKArmMX8zx9HA8LQ6f5rHjCHrhDboiSpKYnRC8ZkiDhNDtRY60xfB0FwgIYKvnazIafE0AQ6s5x\n6q67OxDR9RyJf29iqPjY4OcEmJjSf38Tj2/kfAHV/ybMi3BoKLB8IR4Wk76xbDIQQbXNlFFang+h\niAiSIGCOLsqyjbvTjTfEw2ZmQJMEhiZDcFpZWE207s9EkGRwvKiphJMVBb4Qj+oMhS09x8jn2gDU\nom0wIbZOURT4eT+8YS8iohqLSRAEbKwNpGxHQ1WyQsAf8YMTOITFMHhJbWGiSAouiwtOk3PazUgV\nqNdu4nvj9odRY2A3SJBk+Dkhr/c3E0bH9kQURUFEimAiEIDFRCIsCOBFESxNQFZkSIoEWZbTJvTZ\nIAgCzY7mglIBJoMRVFvZjJ95RJAgSHLaaz47eRaiLKLd2Q4TXfrirpHvSjAsgKLIkoxJWvOyXOem\nZ/7pDkRQbWMQ5IPwcF6EBC5e7GQoBrXWWtizxEXqfX8kWY7OsQr7zERJRijD2FhMfGEfJriJeByp\nlbWi1lJr6Jqb8IfT5vExBFnAiH8EYTEMhmJQb6tHWAwjyAfjYymgzk1ZigVNMrCbLGApFqJIwsyw\nJSvKeEM8aJKALfrdU+fHPMwsDUlW4oVWWZHR7+sHL/KwsTY0O5qzPW0asWuHl3j0efvyVr2osfFk\n/D+CICBJ6tzRRNMgCRIKFAiSAE7koChKPIo8EAmp8wjajGZHc1b/C0mWcHLiDCgS6KjuMGRAnmk8\nM0rq901RFPS5PWhzOdO8G7MRmxvHrqFizhvcnBvukKrQtJvsaLRpt/5oPf/powcz/j7r6mPhwoWa\nB4lVvLu7M0fIaREIBGC3Tw18FEVBFEXQNI1AIACHY6qfzWazIRAI5HzOnz/0Szyztxc3rSmNq/vO\nM+NorDJr9tPv73XDZqKT+vayse34COY3VcEdiGAyxOPCuVOVpL8cGsQFXfUllybv63GjysJgToN2\n72B9vQOne93465FB3LimE/6wgNe7hyFIMm5aq77Hz518Bo8ffQwXt12Cj6/8VEnPV4thD4fTY35N\nuZkWE4EwDvV7StLvmw1RkvHkrh7cum5WXrLpRI4NeSFIMpa26auWj0XzwfW85id2nsUNq/OLegPU\nayZm8nR0yAsxw3l6wpP47e63MKuRAggBc13zMKd6bpo7vF6ODHhAEkD3oDd+bWajZzyAlw4O4Mql\nLWm9s0/t6tH1HIl/v2Z2LUZ8YaybXYfn9vXhiiUtZVs8Gz1fQH3944GI5q5m70QAg5McLpibe1co\nn2NrkXjdnBzxIcSLWB51y46NlakKskrgjWPDWNxSDQtL48UD/XCYGVy9rFX3+8LxIl7tHsa1K9rS\nfufleOw8PY4rlmi3vuk5Rr6fT6bziqU7vHz2JewcegeSLMHHCdgyZyMu67wCdZY6/GL/Q0kyWCtj\nxTVzrseVs68uiQlh4rVjhCd39eDm6HvjDwt4+8QorlpmTIL81K4e3Limo2jFlePDXvCi/rFdiyd2\nnoXdzMBhZnDB3Po0NZ4kSwgIAQT5AAKCHwE+oP6X8O+g4McEN4Gz3jNgSBp3rf8KFuXZKvH60WEs\naa3WVBIAwM7T42h0Js+rjk5043tvfxt1lnrct+X+ohevtK4ZI5/ls3v7cOXS0ozxJ4Z94ISp8S92\nbtm+xztOj6G52or2LEbVic+hKAr+581dcNWfxZv9b2CCmwBD0vjupfehwdaY9lh/WMD2k2O4cmnm\nNlxe4vHw/oewd3gPVlTdhs9cbNxwMZGz4wFMZLhHFYPDYwfxuyO/Qb+/D/MAzHPNx22LPoR5NfM1\n/z7bOPOXQ4NYO7s2o6l4UAjih+98D6c9p5J+zlIsltQtQ5dzGRSuA9cvX4Dn9/djzaxaNFdb8ebx\nEXQ1VqWpLoqFoij465EhNFZZsKzdhWNDXvCiBJfNhMHJENZ3Tc0BRoLD+Ldt/4yQEMLa5vW4af6t\ncWPUbPg5AdtPjeGKJc34/vZ70D1xGB1VHWi2t8BMW2ChLTDT5ql/U2aYmdi/1d9ZGPXfWu2BiqLg\nxQMDWNxandQ2d9x9FD/d8xN4wpOQZQWhiIyr523Gx5b9HUxU7oX23S/ehzFpLy7rvBx/s+xOne8o\ncHzIC6vDjLY8i9S93h5s7X8dzx19FR2uamzq2IxqkwtPHnscxEgfLp29Dndf8BXdZqKvHx3G0rbq\neCvoC/v7sWVxc9axK/HeqEVY5PDf+36G3cO7QAC4deEHcG3Xe3WP0y/u78/6+6yrgKNHj+o6iF7s\ndjuCwamYE1mWQdO05u+CwWBScSIT+ZgQGUEQZbCU9gfotLKYCEQ0f6cFFzU4W9DsxFO7e5N+FwgL\nsJUhzoilSfA52jTePDGCjfPUm5PDzAAEklo79o/uAwCsaFxVuhPNglGzpLBQPN8PI9AUibmNVTg6\n5C04pz4QEZPiKHNR61BNlnLhDkTgsDBFa2Opd5hwqN+j+btqswtNpqW4pqs4E3mbica4Affj5mor\nAhEx403eaF+ey2rCsSE1kk2r/7nS4Hgxo5Sw1aX6RgDaxQhelHF61IcTI37DvYh6sLA0xv1T12sg\nbKwtqZzQpNrqFgnxaHPZMDCpL7orRjbDVFGSc6pTsl2nchYzRD3npWU8GEt3mFczH7dzH8bj3U/g\nL6f/it3DO7F7eGf876rNLlwz5zrMqZ6LTueskkXbFgKBqffPE8zP5yWTgWm+cLyUM+o4F/VVZrTX\n2DIaFFIkBafJmdOHR1EUPHLwYbzW+wru3/kDXD/3BmxsuwQ1FmORevZockldhinckCeUZl65c2g7\nAGBdy4ayqWj0pospigJeZxtWPqS2EOnZRbYwFMJ8ZsWLJCtJRSmCIDDL1YqVrctw4/xb8PO9P8X2\nwbfw2yO/xj+u+1La44OR7O14QT6A+3f+ACcmj0NRFLwy9Cu8Z3J+QclqgbAARwnuL8OBIfy++1Hs\nG9kDYMq7Zn3zBXlfa3MbHTg56se62drzMhtjw90bvo4Hdv8Yw8FhLG9YgZWNq7GodglYisXbJ0fR\n1m4DQRC4fHEznt3bhwvnNajmzSU0s48d76WDg6BIAsNeDis6aiDJctraoNHWhE+t+iz+c9ePsGto\nB3YN7cDqxrW4fu77spobB6OtnLuGd6B74jBsjA1fvuCfYGeNGahmew1XLW3BU7t74bQw8YLQ/JqF\n+LdN9+AvZ16Eg66HEp6F9yzt0v28i52X4HX3XmzrewO3LLhN9/lygoTaPD6zAX8//nj09/HrkpN4\nDAfDePzoYwDU+zkAHB4/gF8f+iX+Ztmduq7XWIx9DIYiIYhyxvFLUZScuuRYIcJCW/Dp1f9g2Pcp\n19hZ1jDf1atX49VXX8W1116Lffv2Yf78qWpkV1cXenp64PF4YLVasWvXLtx5p/7KlNGFhF6yJU84\nLQzOjOrfnVEXLHRSfF3830BRkxcywVBkVvPHQXcQJEEkxcet6KjBjlNjANQb0Cn3cZAEiaV1y0t+\nvlqo0Z76K1DTuVBc3u7CE7t6sLDZWZA6IhgR0GEgqjN2LcmykvW43YOegnLnU6m2muAOZi+CFOt7\najPR6BnPHSEXg6VJXLqgUbMdhaFV/xcj0kg1wk4o2dhTbEK8FO1NTYciCbA0lXQTEyQZp0f9ODHs\ngyDLmFPvwOVLmvNKasiFlaXACVOfpd4++ukg5lnj43hUWxmM+Y2lsWS7VgRRyVqMIEkCsgJkWgdH\nxNzJMvmcV4waSw1unPsRtJsuQYQ5iK19b2CCG8eGlgvwsaV/B1sWyXclEPPSqbKwmAxF4NJhXplK\nooFpMeB4CfUGWkW0uGRBcVR/MRNEQebxZv82PHHsD3jy2B+wuG4pNrZdgjXN63TtMDpM6tioxfaT\no6ixm5LuybIiY/eQWtha37yhKK9FDzHz4lztde5gaT2BYr49MbSi1FMxM3TWcUcrln5uYxVOjfix\nvqseH1j8Yewb2RP/b2Xj6qS/VWM9kwvCYZHDobGD2D+6F3tH9iDA++Eyu9BVPQ8vn9qKH++8D59Y\n+SksqFmYlyIqEBaTDGYLRZQF/LH79/jL2ZcgKzLMlBnXz30frp5znWFD3lTaa2zYc3ZC05A+hoWx\n4O4Lvq75u353CBuiKgQLS+PGNR3486FBDEyGivZ9zgRBELhqWQv+78AARrwcLlvUBE+I1zTGXt6w\nEvdu/gFePPU8tva9ij0ju7BnZBcW1y3B9XNvwKLaJWn3jlBEBEPL+P2R3wAAbll4e9EKETFoisTV\n0deQmBbkNDlx68IPYNTH4fiwz9BzVrNNWFq/HIfGDuC1nr/i+nk36npcRDAWY+rm3Hj6+OPY1vc6\nZCgwUSZsbLsESmgBlrSbsW3gFXjCk9jQtBlvdkcwQDyG13pfgazIWNGwCrOru7IWiDk+2cOCoYis\nXoGBiJh1M7zX24Pdw7vAkAz+9eJv5xVakGs8K2sx4sorr8Sbb76JD3zgA1AUBffccw+effZZhEIh\n3H777fjqV7+KO++8E4qi4JZbbkFjY7p0TIuYkV3qwFkM+CwmQjFXdL0IkgwmOou0sjRCvASbidZV\nlSoWLE3Cl2GSoCgKXjk0mNb+0Oayoioq1Ts4dgAyFCyqWVyQoU0hqIsB/coIPWkLpYKmSMxvqsKR\nQU9BMtxgOPtgoUWdw4zxQDij1F1RFAx6QrrbXfRAkUS8mptKRJDAFtFINGb6ZYQ1GSYOZoZKi6/N\nhBB1MCcIAgoAX7g85rOFwvEiWrJkdM+ut+PkiB8mhsTxYR8EUcbsege2LG4uiRoiEQtLg0vZ5avU\nAg9NqQaW9YBR0QAAIABJREFUniCProYqNFWL6J0IGPILyfTKeElKW0AkwkQNiDPJNcthAMfxEhqs\ntVgz+1a8b97N8IQ9hnfOp4tqG4vJoJpcNRnk0dJq3Bch9vmjSO8zJ4gVVXgjCRIfX/FprG+5ENv6\n3sDekd3xdBXzQTPWt1yATe2bM0rbAbXo0zuR3GarKAq2HR8FQxG4eH7y3O6E+zg8EQ/qLPWY5ZxT\nktelxZQZcPbxu98dQpuBzQCj0BSpXlNRQjqi3s0shclQ5sK/oKGyaquxYdeZcazvqke12YWbFtyK\n3x35DX5z6BHMr1mY5BMSioiwmWiMBkewf3Qv9o3swdGJ7iT/kVnO2fjc2i+iylSF7qExBPgz+PGO\n+0CCwNrmDfjEyk8bWvQHIgLsRVQIP338Sbx05kUQAC5p34xbFtyW1ZzVCHS0Jz8UMZ5cMBFQTSsT\nNyBZmsJ1K9pwYsQXXyeUEjIal9k7EQBBEFGPOO3iVr21AR9bdgdumHcTXjrzIl45+5d4Utqc6i58\ndOkdmF099b0N8SLeHnkWE9wEOqo6sLljS0leQ5WFxdI2F44OeZNanABAkLIX9jNx9exrcGjsAP5y\n9iXdRatwrBjBZ5+Pqqapf8JLp1+EIAsgQWBL5xW4Yd7NcJqr8ZdDg1hQU4+1LWphcNTH4cjJU9g0\n9+P43bH/wht9r+GNvtcAqErEOc4uzK6egznVXZhfszDpXAmCgJ/34Q/dv8Oe/uP4Y08ILE2iztqA\nBms96q0NqLM0oM5aD4l3JCXMpfL8qWcAAJs7L887PbGilBEkSeJb3/pW0s+6uqYkNFu2bMGWLcYv\nWqeFgTcklKYYISRHOSVCG1wUA1MTbJeNhScYgc1EI5DHQjNfGJqEkGHAOT0WQIvLmpbAQBAEnFFD\nof2jewEAKxrLH80Ww7gyQp7WxeKyNlUdsbilOm91RDgPt97magsGJ7mMxQhelGFh6aIv+tSFZXpc\nXbHjL+Ny9yKcflyirqO+FuanlDYMRWLYw5UtSaMQcsk/59Q78MKBfnQ1OHDZoqaSjKeZMNFkvEVA\nURSj4SZlJeYcH7ueJUXBof7JuPmmXrQUNYKkZC3YxYoRmW7sEUHKmHdeLBLTa0iCnDGFCABwWdUi\nhMvGY8TLpS2K9cCQ+uOx9cDxldfiRRAEVjSswoqGVfFUpG39r+O053R8QvyhxR/FVXO0DcYdZgb+\n8NTEXFEUvHZ0GHYzo7mTvGPobQDAuub1ZS1CmmgKESH3Z9nnDmLLYmMGfkYhE+I9OR1u+GY6uyJL\n0IgDp6JG1YGwALuZwRWzrsab/W+g19eLB3ffjy+s/3Lcw2ks6MHrI79Cj//Y1DmCwDzXfKxoXIWV\nDavR6miLf16XNv4NyKq9ODJ+EGc9Z7BjaDskRcTfr/687l73YESErUjKux7vWbxw8k8gAHxpw9ew\npH5ZUZ43EZeVhT8sGC5GHB/2YkFTessUQRCYr/HzUkGRRLy1i42qQ7PhNFfjtkUfxHVd78Vfe/6C\nP5/5P5z2nMK/v/0dfH7dF+MeM4fHDuCdkb/CTNP422UfL2kyTo3NhFOj6QoIrWKcHpbWL0dHVQd6\nfb14o+9VXD7rqpyPCQsSzCyFSIZihKIoePnsn/HM8ScQENQi7drm9bh1we1osk+NK/FCd/w1KKBJ\nEivq12NObTP2j+7FGc8pnPacgic8iT1hVaUCAC32Fty1/ivxNBg358YP3rkHg4FBBCOqoSVLU5gM\nT+KE+xgSCUVEuCw14Jj3Y1P7pUk+bsOBIewY3A6KoPCeOdfpfBfTybUhXNZiRKmosrDwcXzWXb98\nSVQzaGFhaQQjxgshLisLd5BHa40NXo6PL/ZLDUtpe0bIsoLdZ8bx8auXwOcJaTxSlVIeHFXjw1Y0\nTI9fBGBcGREWpKS2k3JDUyQWNDkLVkcYnaQ1V1ux9dgwAO3FQjC681Fs6uwmjPsjaK9Nfm69UaN6\nIQgCEVEqivO2haHSduYzkbiT6bKxODXqx5ICPUGMQhDGYyBV6V7mz9tqonHrullFODvjJF7bEVEu\n+YK6EOio5DES7cFsrDLj+fGAoWsgJvVPvbdki5KOHVvMshDWGy+aCYLI3drFCVJJxo1y4LKxODse\nwIkRH65c2pJXjKq6i128clml+83YWDu2zLoSW2ZdiUH/AF7vfQUvnXkRv+9+FLOr52BezQIAgCiL\nODJ+CEOBQSytX4lgRFVgKoqClw8Pod5hxsrO9HvRGc8pvNrzVwDAhtaLyvfCoE6QIzlikhVFQViQ\nStKelojdzMAXFuC0sAhpFPNTsbDZixGirL0Ym9vgwKlRP1Z01IAiKfzD2rvw7W3/isPjh/DIwYdx\n64LbERAC+PWxf4dIeGBnbVjesAIrGlZhWcMKOFhtw3aGNOGmhbcDuB29vh587+1vY/fwLvzvwV/g\njuWf0LUglYsUwy7KIh7e/xBkKLhy1tUlKUQA6lw0lwebFoktGpVCzAtHDzbWjvfNuwlXzb4Gjxx8\nGG8PvIkf7fh33LboQ2iv6sBzZx8BSRK4acH7s3pLFAO7mUZAQyEriMaLESShtkG+b97NeGD3/Xj+\n5J9wacdlOeOoY8qICLSVSlv7XsOjhx8BACyoWYjbFn1I01slttkQI+ZTI8py3LcJUNdio8ERnPac\nxGnPKewb2YvBwCC+8+Y38LFlf4djvhPY9tZbmOAm0Opow/pZN6HN2YT2GivGQqMY58YwFhrDWGgU\nY6FRHBnpASd58cjBh/HCqWdxw7ybcWHrRiiQ8cyJJ6EA2Ni2CbWW/I1lzTn6GmfmjCIFp5VF34Qx\nEzEjZFsEdtTa0DsRNNx377KZ0D2kGv35OAHOMu3cMxmqnwf7J7Gg2ZlV4nvcfRQBIYAGawOabKXd\nJciGkUETiE3Qp3dxs7StGs/u7SuoGGGUXG0MqbnmxSLWHpLa+xmMiAUbtaUiykpRFq6mLKaCqYQT\nFg8uG4v9vW5symOHtRDYqKTSSJ+imKOwWinEdu0qFYYiwSXsgNAUCauJhtnAZxGTh6dOlgRJybow\nTZ2spKKn1zwbMbVRtp2+iCAZMtOtJJwWFof6J3HD6o6MLvi5YCgCgkFFZC4qtSUplRZHKz645KMg\nCAL/d/oFPLjnP3HDvJtxwn0M+0f3IijE5mG/gUXuBOnYgP4xGgvqO7GoLb2tIyxyeGjPA5AVGVfO\nuhqznLPL+npUZUT2cd8T4lFdouj4RGpsLDxBdWNKj6mpOYeBpWq+nn5vnFVvxwv7+7GiQy0M1Vsb\n8IX1d+Oet76FrX2vY2vf6wAAT4THssZ5uGvD3XCZjamfOqo68YV1X8b3t38XW/tehyfswadWfaYs\nnjKyIuOx7t+i19eLOks9bll4W8mOxdBk1uKwFm6NFo1KIJ8xyEyb8YmVn4aFtuCVnpfx6OFfAQAC\nAo9VLUtw3dz3Ffs007BG2/RT0fJMyQVDq/fX1U1r0WpvxUBgAG/2b8WlOdpMJDlzS4goC3jmxFMA\ngI8s/Rtc3nlVxvdaNceeWtsIkgwLS6Wtd0iCRJO9GU32ZlzUtgk3LXg//nPnD3HMfRT/sfOH6prS\nymKuax6+sO5unBkVwNIkGmzOtOQcRVHwxx1n0Nk2jKeOP4Hh4BB+sf8hPH38CQR4P8JSGCQIXNv1\n3pzvXzYqqk2jVDgtDA5zfO4/LAGdtXa8dXI0ZzFCVpQkOXm1bcqwyMvx6Kwrj/EXG3VVTYQXJRwb\n8mbdFRVlEb+NDjTrWy6c1skTQRAwouMuxNStWNAUmbf0PNUV2wgmhtJsmQDU/sxiSSITqXOYcErD\n2DUQFtBY5KhGG0sXpUfewlCa1XUtEmXVLpsJkqwUtc9VDyZG3ZEx+m5W+qJHUZSiK2iKDUUSCEbE\nJI+IlmqroTYqliYREWSkrocFSc4a75w6WUklImRu4dCDhaXB5ShGhCt8Jz8bNEXiwxd2FaSUoyjj\nC5BzjVsXfgCnJk/ixORxPHLw4fjPW+2taHW0Y+/IbgwGj+OX+07ARJPYMUnj18eBGnMNGm3NaLQ1\ngqVM6PWdxUhoBB1VHbht0YfK/jpMNJlz3O93h7LGZxaLOocZI14OnXV2hHgx5zUaU1dlgo96G6XC\n0hQIEEnf49nVXfj8ui/iD92/w2TYjZAQwizbSvzTxi/BTOf3XZlXMx93rf8yHtz9Hzg4th//uvXr\n+Oyaf0zyFkgkdY6cD2GRw8/3/gx7RnaBBIE7ln+8JNHCMRiN+XQujg97Mb9JW10yEyEJEh9degc6\nnbPiyqg+MYRPr/pMSdszpo6vvR4QJBl2xtg8Yip1gsH1827Ef+19EM+d/BMubL0473SobX1bMcGN\no8Xegi2dV2adgzFpbRrq/TzX/cbG2PClDV/D77t/g8Oj3Wg112LLvJXY1L4ZJsoEhvJm3MSYDPKo\nc1iwofUirG3egO2Db+Lp409iLDQKAGhztOOaruuS2knyoaIMLEtFPkZ2xcJhUU0scznqq728ie6m\nU1JPb6iMbRo0lXZR7jg9jrWz67JKc58/+ad4pfn6uTeU+jSLSkQovambHhJj5YwQjBjvSYzR7LRg\n2MtpRr4FIiIaS9C+ohq7phcHVSVGcYccq6k4xQgzS2NcZ0xvWJjatXJZWdTYTWVf5Md39KbHQ7Yk\nxHYlAuHiXyfFhKZIjPkjSckki1uqDZnkqmZh6ZMDPoe0NHWykkpYlOC05l/IyRY7mniMmVqMAFBw\nyx5DFrdNYyZCkzQ+vfpzeHj/QzDTFiysXYTFdUvR6mgDAASFIB5+5yWQjBsi6cFwYAijoRG4w264\nw250TxyOPxdDMvjUqn8oON0gH1iGQiRH+lO/O4hLFpZe+dZeY8OO02NYN6cuzQ0/E9nuOtl65mc3\n2HF2zI+FCZtoS+uXY2m9mpCmKAqe3t2bdyEixqK6Jfjmpu/iwd3/gTPe07jnrW/iI0v/VnOnORTJ\n7ZORjV5vD/5r34MY8PfDyljxmdWfL1l7Rox82jT63CGsn1NZLRqFQhAELu3YEv9cn9rVg3pb8YzR\nc6E1GvN5KEETUyc2tFyIZ44/ieHgEO7feR8+v+5LupKEEhFlAc+efBoAcMO8m3MWZ1iaSmobE0QF\nFpbWpQRnKAYfXXoHBidD6J0I4oJZU9cYTZEZ25D73EG01agWBxRJYWPbJdjQchFOuI+h1lKXpqTI\nl3dFMWK6d/tcUZVDNtmnlgFhbHGqxzm5WKS2OATCAsb8YWzUSFT4ya4f46z3NOa65mFXNHbrzhWf\nLPgGVW5ESQZdQKxmsWBpMt5nboRAAYv4ZpcVZ8cCmsWIUIk8I7Sia4FY9nRxj2cz0TAXoU3DzGSP\nvE2E4yXURaP4LCyN61a0FXx8o7BUbrOpRPTk1k83sYQhf1hAnaNyIyIZksS4P4zZ9VPn2FRtrCrE\n0iR4Kf16U/u8s+yc0NnbNAr1HzBHlVTZCFeg4WI5yeXbYQQphz9HJVNjqckYW2hjbPjcxTcn/UyS\nJUxw4xgOqoUJSVav/2X1K9DiaC35+Wph0mHaFyxRUlsqJEmg3mHGiC+MUBHulaKkZJSpdzU48Gr3\ncFIxIpFC59RHBjwY8XHYvLAJddZ6fP2ib+C3R36FV3v+il8e+AVOTp7AR5fekbTbHDDYxhkWw+j1\nnYUv4sNZ7xm8eOo5SIqERlsT/nHdl/J2/TdCtkWeFu5ABNVWdsZ+5ysV1dQ+WQkkSjJYyth9KrEN\nkiRIfG7tXfje29/GkfHDuH/Hfbhh/i1oc7QlxZRK8pSiZzQ4gn0je7B/dC8mw25IiowJbhyt9las\na7kg5/FNTPJ4JMhRZYSBtnQ1WTL5dbMUmbG1sM8dxJZFyaoHmqTjZqTF4l3RpgEAIFSZ13T0YcV8\nI3IVI1Ld1u1mBoGo4/R0FVQGPSHMbajSPH5EimCCm8AENwEAuKzz8qJfoOViugtWgKqi8XOC4Yl8\nMJx/0aDBYcaOU2OavwuES5NAA0RNZaNmXDEUBUW/CduKpYww4BmRahKYb+95IagVdP0Lonz6J8uN\nhaUQ4kUEKrxNg6YITBbYR55pEZTLdEtN8shuYFnI9yGXKR6gTr6KYTI3U2GyTOyMwvGi4ZSkmQpF\nUmiwNRZtp60YmJjsnhFeji9rEteSVhcO9k+qfg8FjtfZZOo2E4OIIKUt4GLwovbP9RIIC/CEeOw6\nM4F1c+rAUAz+ZtmdmOuah/898Ats7XsdPd4z+OyaL8Svh1xeQYqiYDAwgINj+3FgdB+Ou49BlJML\np1s6r8Btiz5Utg0zNoeHTyrHh30V36KRj3o3kWK02xjFblJNLBPvyYIog6GNKiOSP88WRyu+etG/\n4N/f/g66J46g++0jAIAqtgqtjja0OFphpxowzPP4+p9/i/0DBzWf96YF79fVsmKiKfg5Iek1qJ4R\n+q8xrUJmpnaiuDlvGQypc20InzPFCLuJQTAsZu23NYqss1e/vcaGlw8PxQ2BtAgL6b4F1TYW44Ew\nprNIms0o6a71X8agfwBH3Ufgj/hxTdf1ZT67c4sqs7pANyoTDkbyv65pikSmoipfwtSCeocZ475w\nyduPlhXJENSUIyYtkUpYQJiYzBG9WnB89ljPSsDK0uB4CcE8ctvLCU2RUBSloGIEk6lNI0ccGUNl\nV/BEBLkgfxwLQ8PLcXk//t0AneMzMALHp29SnKd8mHIUdfvdQbS5Su8XEaO+yoyJaLugngWh1o5w\njFwy9RaXFSNeDq0afhjq7qrxMTi2kA0LEjbNb8S+XjeODXmxoFmNq9zYdgnaHZ14YPeP0evrxTe3\n/RM+ufLvsbJxtaahtiRL2D+6FwdG9+Hg2P74xhigrnc7nbNQY66Fg63ChpYLSt6WkUouQ+FU+txB\nrJ+THm1bKdCU6knEGlzEJ1Jou00+2M0MgmEh6Z6cyTMlG1rKwxZ7K75+0Tfw/Mk/oc/Xi8HAAHy8\nD76JI+ieOAKOF0EQBOwWBibKhJWNq7CiYTU6qjohKiJYktWt/EodjwRJht1EG1NGRKaUu1Ovi9C8\nTieDPFxlMOcFco9nlTvjM4jTwsDD8UUtRvA6dxMtLA1elLJWFLXks65oCsh07gJmM0oiCRJtVe1o\nq2ov81mdmzjMar63UQIRAc0GZeCJkFliIEulGKl1mDA4GUJXdBNMlhWU4lDF2qGlKRKyzgG/Egz8\nWJoydC3livWsBCys2iKgABXnNJ4ITRKgSbKgFicTTcYNjBMRpOw7ogxNwp/lc+dFqaACo542jXc7\nuXw7jBCLhDvP9GCis0d79rtDuGhu+XrfAWBOvR2HBzy6/tbMUuAECQ6N+6CYo7DZWGXBiC+sWYwI\n5rGgJEk1FpEipnxlNi9swvP7++PFCADocHbiG5u+i//e9zPsG9mD+3f+ANfPvQENxCY0OafmOX2+\nXvxi/0Po8Z6N/8zBOrCsfgWWNazA0vplGWNGy0WmRZ4Wk8HKb9FgaRKCJBWkyhn1hdMWw6XGbqbh\nT/ENzHX9a5FJQdBoa8LfrfgkADWtxc1NYDAwgAH/ALad7obdKuDqxZdikX0VLEz+c/XUqGE1TYNG\n0MA9WUsZQWcomvW5g2Ux59XDOXMXdFpZeEN8Ud/YiKj/S1nvMGPMH0ZDhrQATpDSdtJcNhZvnRjF\nIgP59MVGr1HSTKWSeuUdFgaDHuO7jsECvR2qLCx8XHZPk2JT7zBjf687/v8hXixJckcxEWVFl0Sx\nFO0mRmFzTKJT4QSx4pURFpaGJxSa7tPICU2RqLayBRXy2AzKCCHHbg5DZl8IK0phBUY9bRrvdnIl\nmhihElRW72ZyJXP5w0JRN7j0sLClGqO+sK6/jcV7am1o5Wr5anSacXzYp/m7YEQwPOdQ/chkUCQV\nL9hnKvLbGBs+t/YuvHjqOTxx9DE8d/IZyMLLuEm5DrXeapyYPIa3+rdBUiTUWupwacdlWFa/Ap3O\nWWVJaNBLpkWeFseGKr9Fg422DxYyVRz0hNDVkO5RVkrsJgZj/uTvDC9pR9tmQ48hKUmQqLPWo85a\nj+UNKxFyL8HNazvR0FCFsbH0FDkjqMbkU8fnRdV838fp33jK1KahNW8YmAxh88Km/E+4iFT26sAA\nVRYGZ8YChh7DixL2901i3Wxt2ZSRvr2OOjt6xoMZixERjfx3p4XFeCACZ5lvdokUwyipkhErqL/Z\nYWaSdjX7JoIwMWTGayZGiC9Mtu60svByQlIxotCe0FyYU3pxAyUyyywmLdUW9E4EyxazWwh6jNcS\nCRTgO1IurKx60zW6m1FuWIrEvAInlSyVoZikZFeFGJn85kNscZMJqUQKp5kETREQi+UZIUhZ++TP\nM31w0zQ3sploXKPTFNnC0BmLh7l8gmwmBsGI9iInFJEMe2XQ0ZQZlgYkKfe8iyRIXDf3fZhdPQeP\nHPwfHBvtwTMnH0Oi4cBlnZfj9kUfKmk8ZyGwBqI9K71FA4jdlwob28Z8YVxYZjWR3UzjzFjytSxJ\n2mrgbDAGDUljrfzFUhirxaCp44uS6hlh5H6jFiGTz0eryKIoSkW1xFbGWRQBZ3T31wieEI+3T4xi\nRXuNZtGBF/W7sba6rNjXM4F10B5sOEGCOaWXl6ZIOMxMQb3H+UAkyPaLYZQ0LRD6jHbUIlBlvL5U\nk8QTIz7U2k05ixG5Fii5qLay8AR5JF6a+ex8GCWW3EKRBII5zKkqgRUdNXile2iGFCMoQ8oIL8dj\nXlVl78pYWBqjvnBBLUnlgCQJXKSRPmQEljFWTIrBUKSh/lGj0BSZNUas0LSOcwGjfeLZ4LK0SZ6n\nPBAZ2hjz9U0oJ2aGAidoS7gFSQZDZp/7ZPKcCEYEwwlBNEVojh0EEV20ZVgYLq5bins3/wAPbP0z\nCGs3AGCuaz6W1C1Fh7PT0DmUG71jwWRQ3XScbkVlLliG0l1c0UJWFMiK8SJAodhNDAKR9O+B0SJB\nrrSqVNzBCGrsxVMcp95/JVmBic5+T9Yi9XXTJAEpRc2nJkCWd+2ZjcoeaQ2gOrEbk5f6OQE1dhNO\njviwWKNVgs/Rv5sIQ5FQFGQ0E4popGkAQL3DhKoSm/ylwtIUBEmV0wGVkTRhFJoko67uOYoRYrpx\n6HSR+j6PeLmSGUgmUm1l0O8OJv0saDBGKx9cNhPcgQjqq8wzQhlhNzNgSBKTwUjGlpZKafthaRK8\noP+m6Q3xcJa56GkUC0Nh3B+ueClrMTBlaNPIBWMw0rXYVIJfynQT2wEuBpxG5Pd5yovNxCCkYRId\nmgGmvzGfHS2ELNGeMeocZowHIkleDYDxmE0gWtjQ2MFVFRjZTbhJgkS7dRFuWvseQ8ecbmIbLrk4\nMezD/ATfjEolo2JPJ+P+8vtFAGoqTjHuiwxprBgx4uPQWOJiMk2SBSvxtNZ4/RXkFwEAlbFlXATy\nWVD7wyLWzqrFsWGv5u95A54RANBcbcGQV9sTIKyhjACA967qKPvkLpNJy0yCIvUZB4ULdJcvNgTU\nBa2sKBBlVSaVjWLEJDktqp9KIsGICJu5tMWBOocJE4Fw/Hj2MmS1F8qqzlrsS/C6SCUiVkZEZibP\ngUzMhEUkQRBxtdi5DkslyzH1QmcxTyxHC0VYrPzrqNTQlH7TulyoKTeVXaQ911HN79LbFVQ/j8r+\nbEwMlVFWLkpyzji9hiozRn3pc9Z8fKoyLcwzvb+p51ru3fRioHfd0VthC79MGG3/TGVwkkOry1rE\nMyovRgxJAWDUm9knsFjoKXgNuIPwcjxkRf8coM8dQlsFXZPTP6suIrHUAL34wjxq7WaYaQpejRYP\n3mALQ0edHb3j2r4VmUzvpmMAZmkSvCRVzC5vPuiVK1earNhqohHiRUwGI2hzWXO65BYjJklLeh0I\nCyUvDqimrmpMWaEmnOWiqdoCdyCScaGout9P//VEkYRaqDrHsDBUxbfzFAOSJJDPx8dQJIQMuySR\nIhYKMt0bwrwEc4Uv0EqNeu8pTjEiIhSWfnKewonFwqfC8RKsFTDWZ8PCZDeczbVYbnRaMOJNN8vU\n0wKbSkwxlLqBYjcxOZOfyrE5Ml14QjwcZmZGFFsyRU7rZdATQnP19BUjCl3TGFUeTpah1YGmcivx\nDvZP4oV9/Rj2crruzzG/iEqak59Td8Eqg74RgbAqHVvcWo1ujSgltRih/2bUVGXBcAZlRCURc8yN\nRJ1aZyJUDlf5GBGxcjwjANXE0scJGPGG0ei05FyQnBkLoK2mOIN74kBdjoGoJtqmoR5PqBijnFws\naa3OGK0WngERmakIeURcTRdWEw37OTopLQaURu9nDHVhW/h4zlCZ0yJUhc3MuJZKRbbPIB9mYpvk\nuYTdTCOgqYyofNVKqg+VUarMTNqcmePFvF43HU3TSB2H7GYaAY1iTyLl2ByZLnonApg9A3yogKmN\nynzhptFnpdDvAmDMDyg2ny7F+J04V6d1KCNCvITrVrbh5UODsJpyzwEqzS8COOeKEYyhCJRwdFei\no9aG3olgWlXNqDKCJAkwFJmUIlCJxL5woUjlx/1lIpNZUiqRCmvTiCVqjPg4NDrNOTswjg97Ma+x\n8F5DC0sneaqUw8OBTthBlJXpUQHlw7wmJ04M+zSr7JwgVpTSRg8+rvL9ImIsaa0+ZyeludDTkpVt\n4hMRilNcNrOZTfHCGqlQ7zbOFw/OLWwmWrNdUl2UV/a1rhpY5j/fJAgCJEEkxW9OBvNbqFBRtWpq\nS6DDnFsZMRM8pfJlyMNNq1rACIW0aajrien7DPUUvXKRKQJTC3ee35NcUClrm0xeLIkQUDfjb1rb\nicUt6f6HqfS7QxXXNnROFSPySdQgorEsLS4rBieTM+55STKcU9tWY0N/yvNUWjtETBmhmmfNzBuA\nXhOxSps8V1kY+DkhesM3gSQyF1XcgQgcZqYoaSfVVibJN6Jc7SssTVV8cS4ViiTQUWvHWY2Wq5ng\nvZCKJyQYjmmbLpa2uWZM0arYiAUqWFSz3sLHCgtDYX+PG/t63DjYN4kjAx4cH/Li1IgPI15uxt4z\nznP7Z3BcAAAgAElEQVQeLTK1EXBC5SsjaIpMKiTkQ43dBHcwEv9/dzCCmgwGzlnPhSQgykp0A2hq\nHLKnRJprEQgL56xXUCAsZDXvrCQKMUhWWzSmLwlLTdRQrzMpS3pLNvQakgKqAX1jCfwiYklpScqL\nLKckSnI8bc9hZnQZiPa5g0VTXBeLc6sYYWXg1amMUBQlaRNKS5ptVBkBIKqySF7EiHLuzOVywkYH\nHI4XdUl6KhFaR7UQiPVRV857bzcz8IUFKIqaT2zLIBEFgEMDk1jS5irKcautLDwpJpbl2OGrc5gw\n7g+X3Fiv2Cxvd+FA72TazyvFMwLQ36rkDfFljw8+j3EKbaeJFKnwumZ2HTrr7HBYGJgYEiShJksF\nIiKaqi1FjTJ7NyNKcsVH/b0bUBMp0gvm7xY/j8YqM0Z9U74R+RYj1PYlOc27Rs9ueyAinpPtebwo\nVYThtV7yTXlSFAUH+ybR1eAowVnpI1EZke+91MiceDSqbi42aruJrBk3rIWPE1BlzV3sIghVfako\nSjS2uLIKZOfUt79KIzUgE8GImNTD7rKZ4A8LSRexUc8IAKi1mzDujyT9rNJ2UxmaQiAsQJTlgs0R\npwtar4FlBUV7Amrlsm8iGHextZtoBMMinCnxrrKiYNjDYdP8xqIc12llcWZM21y1lNTZzeh1B2fc\ndWY10TCzFCYCEdQmLL44XkKTszKuJwtLg+MlOCzZb7pejkfnDOlZfTdBRA2XYxMOXixcGVGMnVwz\nQ52/XspAJRU2380QBJFx4/Hd0JLTXG3FjtPj8Xh7T57y89icTEkpiup5DwNhoeIWR3pJHccTGfZy\naCpx2kIxUVXTxpWs3YNetNZYUWWZvk0Pu5nBRECd4woF3kv14I6qm4sNS6vxqrxE6XoNXo5PWz9o\nQUdbUEK8pOvvy83MKdnpwGwga9avIQub11SFE8O++P/zovE2DYIg0noQw3xlmSiyFAlekhGKVL4M\nMRO6DSyL1EddLFiahD8soCGaTWw3M5rKiJ7xAGbV2Ys2GXJapwp15YzRqnOYcHYsMCP7QVd11mBv\nz0TSzyqpsGjJ0tufiJ8T4JwhMtF3E2o869TET5CMK/ESCYuV5Y9znuxwM9AM9zwzAyOR4E4rCy/H\nx2XhgiTnpeSNGVhmukdma1eOiPKMVaFkMz0c8nBonkFRl0baFGJwvIhD/ZNYM6uuRGelD4eJSVFG\nlG6Oq0QVBmQJipUxdYog6YuR94YEXZ5gseu03x1Ee4W1aADnmDICyNpak4RWMWJ+kxP/d6A/XiHO\nFMeZi45aG/omAlgYNRIJi5U16WAoEoKoyukqPboqE4nRnv3uIIa8HIToF1iQZIiSDEFSMO4P58za\nLjcOM4Mmp1ott5loTAbT1TyHBzzYvLCpaMdMjAArZ6RPtZXFeCCCRTpMdSqNhioL/NxofHKlKAom\nApGKiZ6MKSNyke/k8jylxUSrReHYvpkgKaDJQts0zn/OM4XJYATVOuS15yk9sc2NmThOUlT6uRvd\nGXbZWEwGVaPjfFuHqKhnhCDKSWpCADBF5x+ZNr8IzFwVCkOrizytAsyIl8OqztppOKv80PsZRAQJ\n7mAE7mAERwe92Di/cdq9nqymqZbnUieIqWkUpWlXZGk1BEHvd9jL8br8H2J+IH0TQWxaUBzFdTGp\nnBVykaB13lT8nJBm9GFmKLA0BT9XmOFMR60Nb58cmypG8JWzmwpMSbFmQnRVJmiSAB+tRm8/NYYN\nc+rBUCQYmgBNkWAoEixFgiKJirvJLWt3xXsy7SYGfe5g0u85XoQsK0Vd9CZKUVXn6vJMggmCgMvG\nzth+0KVtLhzsn8S62XU4MeJDZ62tYmIyLQwFjs+ujKg089zzTMHSFHhBRqwaYUQZoShK2rhWLM+I\n85SHQU8IS4vkCXSewrCbaAT5qXbJmVTAtTDp7XpGF2Oz6hw4G1VjVucp4aZJ7TQNYKqff6bON7MR\n29xLRVGUgtVulcKZMT9Oj/rh4wTIigITTaHGbkKNjcXmRU2otRffO8EoFKmmwiiKAl6nqiBfRnzh\nuLq52JgZCiFe1P0d9upMS1OTQhQEebFiNtQSOedGhiqLamKZWplNxRcWMKs+3WxlcdTI8oK59QWc\nAwsfJ8QnjOEK27FSK7nKjDZooigSkiDF+6zbaysrpiYbiZVyrTii7kEvFrYUHueZCkOR+NOeXvCS\njAu78r++jVLvMCf5s8wkuhodeHzHWazqqMG+HjduWts53acUx8JSmqqaRLLtRp1nejGl9Ofq3QmJ\nSWnpFBlq5HybRtmImYEVItNN9aM5z/Rhi0q8Y8WImRDrGcMcVR0kbqAZLUa019hwqH8STguT944v\nRRGQJAVhMb0o6oi2o9Zj+hetxYZJiDBPxDeDUjSyoSgKdp4ex1XLWlFlYUrSmlAs1BhZseBkqlyM\neDldEZr5YKIpTIZ43W0aoqToeq0MRWIiEK5IvwjgHPOMANT+Nz3xnlptGsBUGkahO4qJ6QWV1qbB\nUqpBCjBzpXExBcyIj4u3PMxEzEx69OWpUT+6GqqKfqzLFzfjPctbceu6WWgtY8bwpgWNaJ6hnxFJ\nEJjd4MDz+/uxoNlZMaoIALCydE5lhDd03i+iUmFpCpGEHTW9fa6ZepSLFe15ntzojZbORCxJY6be\nf8817GYawYT4yRAvwTJDVEZmDe8go8UIllYjQsf8YdTY81VGqAlnmsqIDPGp5wJsBmXEsIdDs7Py\nevONMjgZQqvLimorW9GFCEBtrR3xcQUZWJI6fDPcJSwkm5ipNg2jnoXZYCgCp8cCFekXAZyDxQg1\nUSP3oCdJiqZ8iiQINFdbMejhCjqPzlobeidU+X2ltWnEetxmMjHn5qHJ6c02LpRUJ+9RH4c6u6kk\n/XdWE204HaYox2XpGT3pXtbmAsdLFSepVg0ss3tG6JXwnaf8sFHPiBjqTkju7ydNZVgIKzO3uDzT\niDmT58uoP4wGHXnw5ykPqpH01IJeVUZUzgZSNiwMhXCKd5Cgc7c0kVaXFYf6PXnFegIARZKQZAWS\npKT5dNnNNPxh7cK5LCszLvo7EZpKHsdjDHtn7kZZ4mbs0WEvFjQXX6lbChqdZox4OfDS/2fvvsOb\nKts/gH+TnCRNk+4JhZaNsocgyFBAZAgybAUcCAgqw4GCiigIL0uWiGwHqCBFxitgq/wEXwShyhQB\npThYZZQC3Wmb+fsjNnYkbRLoyej3c11cFz1ZT5I7Jzn3uZ/7cf1AvqKGpIDltTGZzVW2LLNSkKHI\nYHQooVjoRHW7XJDiXEaudSU/T+NzyYgglRzZDlRGVKRpTDBOX850uBuxLbXD1PjtchaOX7iJK1la\nj0pGSCUSePtU8uLKiGteXhlR1qm0LDSt5X3NHn2Zn1yGoR3qur1BU1mONLBkMsJzlV1GTedwZYTE\n65PJ3k4uk0BvozTbUVcztajpRV32fZ2mRPM7wLLSibc091YphHJJaYMLqwnUidBAq3O9ubUgk1in\nK5RNitpbNQyw7Pe8pT+HLfYOXnML9Qj0wqrE4hN9gGUq2q08Xbn+ep4qIsAPGbmFDk9xsMVeD5Bi\nOQWOrV7hKksDS1O5hKKtav1sreO/7+QyKfzkMo/sFwH4YDKiuF9DRYyVZGJDNUpka3W3VZKtUgi4\n/+5oBPsr0KF+hMc18NMZqrbBS1WzfPFZOje742z/nVTc5dZgNOFmXhEivWhdanIfuQNnZzlNw3NZ\n1hMvURnhYGmpvTnKJJ7brYy4mlWAGsFMRngKtbJ07yavqoxQWBreleTKwVhEgB9ax4W5XF0lSC09\nI2xRKwVoi2xXRhi8vMmjXLBdqaYzeOfzsiTJLfu2y7e0Dq3U4CkEmaU653Ya0FaW7E/PLkBUFf5G\nV/6z5HfJJpz2llzNLtA53APC03vrecfe1gkKB6Yg5BXpK80ONYoOQnrO7U3VqOnBPzYKdIYq6wYr\nBkEqRWZ+kU80CLI0sdTjRm4hGkSVb6pK5Kq8wsr3deQeltU0SjSwdPBHeWVnbqjqCVIJ9LfRM6LI\n4FlTN6u7sr2bCvRGr2lgaVlVqXRlhM6FOfMSieS2lvyTSf89o15WRdW4Vb0MY1WTy6TI09s+AeqN\n0+YUMkvFnlop4MzVbLSt4z1LkwKWZrRZWh1iwzQu3V5uZ9pNsWs5BbirCqetSKWWz0rJkxPFy+aW\nPe+aXaBHlIPHcTWCVR7bvBLwwcoIoPLZFXkFtptXlnR3zSCPmyN+J8mkEq/5srVFkEmQdkvrEw2C\nNEo58osMllU0vGRuHnkHM+DxTaeqK6WNnhGOnM0RZFLoy/zoL26ISOKQy6QwulgZkVuoF21pZXJM\n2d5NBTrPajpeEZWNRsbuOMAvnjrrLO9PRkgqPHj1NsWVEXqjCVlaHUK9bMWfqCA/pN3SVlnPCMsq\nSFV/IrdkQ+viio+ynJmmoVbKEeHBJ6C9dw9QAbms9FzcsnLsrKRRkkKQeXRlw+2Sy6Tw95IyRFtk\nUsuKIDVDvH9Kg1op4Fp2AWQyideUhpLnsLfyj9lsvp22N1TFFILMWg4LODlNo8yPJcscd+47xGIr\nIeSoq1ne3XS5OvCmpT2VJcrqi1X10oa2yKQSaHXll/UsebmtZMWdXjVAbL5WqVb8vXTgbLrXVUUA\nQFSgCpn5RS7Hv2Xaje3302w2w2Qyi9I/rGSSzjJNw3ZfksqOZb2F9+4BKhDoL69wRY28QoPPvIGu\nUghSr/mytUWQSqAQZC53fvYkAX5yHD1/A01j2LiSnFO270BJeYUGTtHwYErh3yWWgX+maTiUjJCU\nO/go0HvPwZMvkMtcOwsMAJdu5nvVPOzqQqMUrM3PjSaz1zRVtDUVwB3VBhKJBAU6g93pRxo/OXJt\nLO+pu41mg57A1pl0o8kMby1UUwhSXLiZh0K9EfUivW/acPHZ/6poYGlpSirOVIeS0zYtVUflk99m\ns+9UvnrvHqACQSpFhStqWOZRV++zSHLB2ysjJGgWE+yVc/LKUisFSCBBXLhrc9yo+rJVolssq0DH\n5pUeTFam4ZvRwTMugo0GlpayciYjxOJqA0uD0YRb+TpRynzJOXHhGly4kefuYdwROjdNfSgy2F9q\n0LJiSfnvKq+fpmGjT12h3nsaoJalEKQ4lZaJrndFu3soLpHLpAjX+LleGVFBz4j07ELReu3pSvWM\nKD9Nw9cqX713D1CBIH8FsitYUSPXgQaWvk4hk3rtzhKwZOG7Nanh7mHcEUH+CvRpGeMzGU4Sj79C\nVm5Zt2LZWh0Cuaynx7KVSHUkuWo5E1f6h4k3df/3BYK0/HvgiD/Tc9AwKrAKRkS3KzZMjYs38t09\nDJeVnK5nMJohOLm0551gMqPCyoh8W5URLjTb9CRyqe1pc97aoDYy0A+9W9Ty6pOVfVrGuDyVwjIN\n0va+PT2nalfSsI5BkEKrM1irs0oum1vM1ypfvXcPUIFAPzlyKqiMMJZZv7U6alMnDME8UPEIMqnE\n5c6/VL1ZKiNsJyNyCvQI9uDuyeQawUYZqVbnPd3/fYFQyfJv9vx+NRt31WSTYk+kUggoMhgtZyC9\n7LyAUCZB6ejKPHd8HFKJ3Z4RAX5y5NqojDB4+e9xuVD+THqB3nsr1cI0fqjj5VW6kbeRMLBV6VLs\nRm4hwgOqfmq4UrCs7lN8gtLW0p7ZPlb56r17gAoEquTIqaAygiwfVjGasBBR1bEs62Z7moalMsJ3\nvqzIQm7jLEmBzuDVZ7K8jdzGVJnKZGl1UMllXnvGtDqIDlLh/I08+JVdQ8/DqRQyFOj//R5wtBnu\nnSbIpBVURgjIs/G7XO/lPSOEMtPtAKCQyWGvJZfaTkaYzWbResmU7Scl2JimkeXEShrewHv3ABWw\ntwwKYL/zPBGRt1EpBLvTNLz57AzZJ9j4scTKCHEJUvulvPacSstEUx9eLtwX1AnX4MyVLK/7LPkr\nBBQUlWiGa3JsmeA7TSaVVNzAssjWNA2jV1dG2JpaV6g3wM9Lloal0uSC7aq3vCLxpkWUrS6ytRJN\nToEeQT5U+eq9ewAH2Eo8FPBHGxH5CJXCfmUE4FgPAnIvZxPklqXHyvSM8OKGad7I3g9We0wmM65k\nalErhKtoeLLoYH9cupXvdZ+lspURcFOXfaGCZIRcJi1XQQAABpN3T9OwpUBnhB+PM7ySXFZ+qVwA\nuJ4tTr8IwDJNo+RnQiaVwGCjMsKXKl99aw9Qgp9chkIbZwzz2LySiHyEvZ4RBqOJ07C8QHEzSmcS\nEjaXkvPyedfextnVNM7dyEOdCA2Tgx5OJpWgRpA//L3sQLLs94C76n9lUqndnhH26AyOLWnsTViV\n6L1sfb8CQHpOISKDxFlJQyFIoSgxVcxWtX+hj8WYb+0BSghSyW2uqJFbaIBGyWQEEXk/P7kMhTaS\nETkFegT6UHMjX6WQS6H7p2meo8kjwUbJJolLkErLnamqyG+Xs9A0JrgKR0R3yl01gxCqrvomdXdS\n2d5B7pqOXNE0jWJlx+btPSNsKdR772oa1Z3cTqI5I6cQkQHiJCOUchmEEr8HBKkERhs9inwpue1b\ne4ASAlUK5GjLr6iRV6iHxs+7SvCIiGyRSSUw2fjhaem07DvzCX2VUpChyGCC3uj4HG9bnbVJXHIn\nVtPI/2eevJonQbxC4xpBiAlVu3sYTlEpZND+k5Qu1Budrk64U9rXCy91EFWWv1KAtsy0Qr3Ru5f2\ntIVLLXsve9+vBhH7sPgJ0lIJurLTNHyx8tW39gAlhGqUuJVfVG57XqGelRFE5NOytXqfWvbJV9UK\nVSPlz+so0DnexK3s2RA2ZRafpYGlY8mI02msiqCq5a8QrD0jbuUXua2yIy684qlIGqWA3MLSyQiT\nE1Vh3sJkhs89p+rCVvw6U7l4JyjK9IwoW4nni5WvoqbuCgsLMXnyZNy8eRNqtRrvvvsuQkNDS11n\n3bp1SEpKAgDcf//9mDBhgkuPFaZR4viFm+W2WzqiMmNJRL4ru0CHWqFslufp6kcGQCoBkk6kITbM\ntbOxRQaT286EVldSqQSO5IDMZjPO38jDPfXCq35QVG35yWXWnhGZ+UUIVXtmVZzGT468Qj0QJE4j\nQLFIJIDJbHZL01CqenmFegSI2GvQXymDWvnvcapMJoGxRPI7u0CHYB9a1hMQuTJi48aNaNSoEb74\n4gsMHDgQK1asKHX5pUuXsGPHDiQmJuLLL7/Ejz/+iDNnzrj0WH5yGYpsNLDU6gzwVzIZQUS+QSKx\nnF0qyZI5960vK19VNyIAvZrXRL2IAJdury0ycIUoD5WWqUVMiD8PUqhKCTKp9TsgM1+HEA/teWFJ\nRthf/clbCTIp9CVWYOCn3beI/XtKrZSj2901rH8LZaZpZGt97/edqEflR48exejRowEAXbt2LZeM\niI6OxkcffQSZzPLDymAwQKmseKcaEuIPQbCzrrHGD6FhmlLlNf7+SkRFBt7O0/B5ES7+KKbqizHj\nPuEhamiCVFCXyNwrlAJiagS5cVSOYdxYOPs6+KuV1tsUAIgK01S719Ldz7fke2DP/r9voHur2gj2\n0IPD6sbdMVOViuNRd/Y6GtUJK9WN31MYBRlOXbpV6n1w5HPkTo6MLTRIhcAQfwSqFDCbzR7/nKhi\nZd+/tLwixNYIqvQ9rar33KwQkJZbZL1/0+Us1KsVgggfqjCqsmTE5s2b8emnn5baFhYWhoAAy4up\nVquRm5tb6nK5XI7Q0FCYzWbMnz8fTZo0Qd26dSt8nMxMrd3LFDDjjws3Eab594dAfn4RMjJy7d6m\nuouICODrQ05hzLiZwYhzaZmIKvHFlK/Vefx7wrhxnbbE99jl9BzoiwzV6rX0hNjRVvJbolBvxM3M\nfOi1OmTYaKZN4vKEmKlKxfGYlVOA7Ap+F7tTkc6AK9dzS70PlX2O3MnRmCkq0ONaeg6K1EoU6Y3Q\nF+k99jlR5crG5KVr2YgL11T4nlbl/iVHq0NmttZ6/2npOWgRHYgMnXdVGVWUrKmyZERCQgISEhJK\nbZswYQLy8/MBAPn5+QgMLF+hUFRUhDfffBNqtRrTp0+/rTGEa/xwM6/QmowwGE0VdvolIvI2QSo5\ncgr01mREod4IhY8tlUb2FeiM8Gfndo9z5ko27qrJxpUkEoml0Z4n/8JVyWUotDF92tvJBal1dZ1C\nvREq9vDxKTkF7m0ILpNKYDSWWE3DZBZtZQ+xiPps2rRpgx9++AEAsG/fPrRt27bU5WazGePGjUPj\nxo0xc+ZM63QNV4UFKHEz798VNfKKDFCzeSUR+ZBAlQI5Bf+eec3xweZGVF7xKhqWZeT449fT/JGe\ngwaRLNUmcajkMmTkFCLAg7vs++pKQIJUCr2xeH9shB+TEV5NWmZ5T22Rwa0Jf0H272oavvKZKUvU\nV3fYsGF4/fXXMWzYMMjlcixatAgAsHbtWsTGxsJkMuHQoUPQ6XTYv38/AOCVV15B69atXXq8MLUS\nx879u6JGXqEeAVzWk4h8SKBKjr+v/1seyGU9fV/xjxO5TIICvZFr2nuY9OwChAcofe7sFXkulULA\nlSwtQrwoEe0rZ3gVJSojCvQG7o+9nFxmeT9l0n+TShUtWVvVZCWSI4V630x2ifqJUalUWLp0abnt\nI0eOtP7/5MmTd+zxlHIZdCWWQ8kr1EMj4vIsRERVLcDPMk2jWHaBDhEBfm4cEVU1pSBFoc4IuUrK\n1TTcyGw22/yRei4jDw2j2CibxKOSy3A5U4tmtTx7apBckKJIb4RSLoPeYIJc5skTSxwjL7Gahq8e\nLFYnxe+nn1zmEZUIMqkEBpMlvrLdPGWkqnh/SrIS0n/m0QFAbpEBGk7TICIfIsikMJpLLvukQ5AX\nnR0j59UM8UdapqX/UqGBP37dQVamlLckHd8TEplKIeByZr7HLutZLMBPjrwiS/JcbzRB7gP9jeQy\nyb+VETojk8NeTi6TWE9k5xcZ4K9073GjVCIB/vmqyfHR33fevxeoRIhaiSytpW9EfqEeak7TICIf\nlluoRwArwHxaXJgGF27kWf4w//NjhURVch5vWTofOcgi76FSyFCgMyLQw8+aapQC8gotqwDojSbI\nfWCaRnFZP8DKCF/gJxdQ8M9KFTmFeo/6TGUVMBnhlcI0StzItSQjsrQ6BLAygoh8jEKQWruUm82W\ns7bkuwJUcuQWGjyihLS6KnkAUpal/Nznf16RB1EpBAT7Kzw+ManxkyO30FIZoTOaoPCBz0nZ1TSY\njPButcPUuHjTUnmYU+BZyQhf7Qnm/XuBSoRplLiSqUXyiTREBqqgELiTICLfEqiSI7dAz4PTaiS8\nzGpRJC5BJoHBXjLCRw6yyHuo5DKEajx7igZgSUZYKyN8JGkXqFLgWnYBgOLVjXjS05vVCFbhapYW\ngGV1skCV51Qi5BX5Zu9D798LVCJM44e0TC1axobivoaR7h4OEdEdF6RSILtA5xHzG0kcdcI1+DM9\nl1UwbiKXSWEw2k7+GU1mvi8kqmC1Al0bR7l7GJUK8BNK9YzwhdU0gv0V0CgFnL+RB53BBCWnaHk1\nqUQCpVwGbZHB4yojzD46LdPnPzEKQYqnOtVHTIi/u4dCRFQlAlWWFTUsnZY9J4tPVadWqBp/pufw\nLJybCFIJ9CbblRGAe5eCo+pHKpF4fPNKAFAr5cgv0TNC4SMH7vc1jMTPf2XAYDLxs+8D6oRrcP5G\nnmUVRg/pNWgym+GrkeUbewEiomosUKVAToHun5U0POOLk6qWXCaFUi5l53Y3EWRSu9M0iMg2mVQC\n0z/TCX2lgSUAKAQZ2sSFWaegkHerGxGA8zfyYPKgHlz5hQafnKIBADylQkTk5YorI/zkMsSGadw9\nHBJJXLgGMp6FcwulILM2jSUi5+kNJshVvpGMAIAGUQFQs0m+T1ArBWh1Bo+qRMgq0Plk80qAyQgi\nIq8n/2eZwewCPSsjqpEWtUNhtLO8JFUtjZ+ALK3O3cMg8jpSiQRGk9lSGeEj0zQAy9SsmsGcEu4r\nooNUyPagfbyl8tU3p+H6zl6AiKia0xYZ4M8eAtWGn1wGNRuWuoVaKSC/iCXZRM5S+wnIL9L7zNKe\n5JsaRgUi2oOSS1lanc/2BOOvGCIiHyCXSS1lhSzbJ6pyGqUceYX6ctu5vC5RxTRKOXILDT7VM4J8\nT1SQClFBKncPA4Clb0Vmvu/2BONegIjIBwSq5DzLRCQSlUKGAl35nhF6o9knliskqioaPwF5hXro\nDWYmI4gcIJNKkFdo6Qvmi1gZQUTkAwJVchgqWGqQiO4cexVIBp7tJapQgJ8cN3ILfa5nBFFVEWRS\nmOG7S0YzGUFE5APCA/wgSPnDjsiddEYTFDzAIrJL4yfg/A0DDEYTBA9ZNpHIk8mkEp/uD+W7z4yI\nqBqpHapG7VC1u4dBVG1IpRLLAVWJSgi9gZURRBWx9Iyw9Fvx1TO9RHeSTCpBsI+upAGwZwQRERGR\n09RKAfm60itq6DhNg6hCSrkMegOnFBI5SpBKEajyzeaVAJMRRERERE7TKOXILyydjDBwHjwREd1B\ngkzis8t6ApymQUREROQ0tVJAXlHp5T11BhNXtSEiojumea0Qn11JA2BlBBEREZHTLEsUlq6M4AoB\nRJVTKWQo4lQNIodo/OQ+vWS07z4zIiIioiqiUcqRX1SmZwQbWBJVSuMnh4wraRARmIwgIiIicpra\nT0B+mWkaei7tSVQpjVLO6UxEBIDJCCIiIiKnqeQyFOiMpbbpjSbIpfxpRVQRjZ/A6UxEBIDJCCIi\nIiKnSSTly8zZM4Kocho/OaczEREAJiOIiIiI7giupkFUuXCNEs1rhbh7GETkAfiNSUREROQCmVQC\ng/HfVQFYGUFUOUEmRXSwyt3DICIPwG9MIiIiIheolUKpFTX0XE2DiIjIYfzGJCIiInKBWilHXolk\nhMls5pKFREREDmIygoiIiMgFGj8B+YX6yq9IRERE5TAZQUREROQCjV/pyggiIiJyHJMRRERERGmn\no5sAACAASURBVC5QKwTkFbEygoiIyBVMRhARERG5QOMnIK+QlRFERESuYDKCiIiIyAV+chkK9UZ3\nD4OIiMgrMRlBRERE5AKJ5N+VM0xmM8CFNIiIiBwmuHsARERERN5KKgFMJjP0RhPkMp7jISIichST\nEUREREQuUivlyC8yQCIBFAKTEURERI7ityYRERGRiwJVcuQU6FgZQURE5CR+axIRERG5KFAlR3aB\nnskIIiIiJ/Fbk4iIiMhFgX5y5BbqoTOYoGAygoiIyGH81iQiIiJyUaBKgZziygj2jCAiInIYvzWJ\niIiIXKRWCsgr0kNv4DQNIiIiZ/Bbk4iIiMhFUqkEZjOgM3KaBhERkTNE/dYsLCzECy+8gMcffxxj\nxozBrVu3bF7PZDJh9OjR2Lhxo5jDIyIiInKJzsBpGkRERM4Q9Vtz48aNaNSoEb744gsMHDgQK1as\nsHm9JUuWICcnR8yhEREREbnETy5DXqGelRFEREROEMR8sKNHj2L06NEAgK5du9pMRnz77beQSCTo\n0qWLQ/cZEuIPQZDd0XFWdxERAe4eAnkZxgy5gnFDrvK02ImJDMC1rAJERQYiIsTf3cMhGzwtZsjz\nMWbIUYwV11VZMmLz5s349NNPS20LCwtDQIDlzVKr1cjNzS11+dmzZ/H1119j6dKlWL58uUOPk5mp\nvTMDJgCWD1NGRm7lVyT6B2OGXMG4IVd5ZOzojbiYnoPc2BAIBqO7R0NleGTMkEdjzJCjGCuVqyhZ\nU2XJiISEBCQkJJTaNmHCBOTn5wMA8vPzERgYWOryr776Cunp6Xj66adx+fJlyOVyxMTEoGvXrlU1\nTCIiIqLbEqiSI6dAx9U0iIiInCDqNI02bdrghx9+QIsWLbBv3z60bdu21OWvvfaa9f8ffPABwsPD\nmYggIiIijxaokgMAFGxgSURE5DBRvzWHDRuGP/74A8OGDcOmTZswYcIEAMDatWuxZ88eMYdCRERE\ndEcE+CkAAAIrI4iIiBwmamWESqXC0qVLy20fOXJkuW0vvPCCGEMiIiIiui0KQYoAPzmkEom7h0JE\nROQ1mMInIiIiuk112U2diIjIKUxGEBEREd2mns1qunsIREREXoXJCCIiIiIiIiISFZMRRERERERE\nRCQqJiOIiIiIiIiISFRMRhARERERERGRqJiMICIiIiIiIiJRMRlBRERERERERKJiMoKIiIiIiIiI\nRMVkBBERERERERGJiskIIiIiIiIiIhIVkxFEREREREREJComI4iIiIiIiIhIVExGEBEREREREZGo\nmIwgIiIiIiIiIlExGUFEREREREREomIygoiIiIiIiIhExWQEEREREREREYmKyQgiIiIiIiIiEhWT\nEUREREREREQkKiYjiIiIiIiIiEhUTEYQERERERERkaiYjCAiIiIiIiIiUTEZQURERERERESiYjKC\niIiIiIiIiETFZAQRERERERERiYrJCCIiIiIiIiISFZMRRERERERERCQqJiOIiIiIiIiISFRMRhAR\nERERERGRqJiMICIiIiIiIiJRMRlBRERERERERKJiMoKIiIiIiIiIRMVkBBERERERERGJiskIIiIi\nIiIiIhIVkxFEREREREREJComI4iIiIiIiIhIVExGEBEREREREZGomIwgIiIiIiIiIlExGUFERERE\nREREomIygoiIiIiIiIhExWQEEREREREREYlKYjabze4eBBERERERERFVH6yMICIiIiIiIiJRMRlB\nRERERERERKJiMoKIiIiIiIiIRMVkBBERERERERGJiskIIiIiIiIiIhIVkxFEREREREREJComI4iI\niIiIiIhIVExGVDMmkwmFhYXuHgZ5Gb1ej5SUFOTl5bl7KOQlDAYDNm7ciNTUVHcPhbyMyWSCTqdz\n9zDIi5jNZuj1encPg7wM44YcwWOnqsVkRDWSmJiIcePGYcGCBbh48aK7h0NeYvPmzRg1ahR+//13\nKJVKdw+HvEBycjKeeOIJzJ8/HzExMe4eDnmRxMRETJw4EUuXLsUff/wBs9ns7iGRBzObzcjMzMTM\nmTOZ+CSHMW7IUTx2qnpMRvi44h9yf/zxB77//ntMmTIFZrMZmzZtAmDJ9hGVZTabYTab8cMPP+DL\nL7/EnDlz8Nhjj+HmzZulrkNUzGQyQavV4rnnnsOePXswe/Zs9OnTB7m5ue4eGnm44n3Jr7/+il27\nduHVV19FjRo1kJycjAMHDrh5dOTJJBIJ0tLS8M033+DIkSPIyspy95DIgxXvaxg3VBEeO4mLyQgf\nlpmZCa1WCwA4cOAAGjRogLi4ONx33304c+YMMjIyWApL5WRmZiI/Px8SiQQajQbt2rXDxo0bMW7c\nOMydOxfLli1DRkYGJBKJu4dKHqJ4X+Pv74/Jkydj0aJFiIyMxLVr1xAVFeXu4ZEHK/k99csvvyAi\nIgKxsbHo168frl27hpSUFGRnZ7t5lORJcnNzUVBQAAAwGo04fvw4Hn74Yfz11184e/asm0dHnqrk\nvgYAjh49yrihcnjsJD7ZO++88467B0F33rp167B48WKcP38ely5dwvDhw3HfffchKysLS5YsQUhI\nCI4cOYL09HS0bNnS3cMlD1EcNxcvXsTff/+NPn36YP369QgPD8eCBQtQv359nD17FlevXkWLFi3c\nPVzyAMUxc+HCBaSmpqJnz54AAKVSie+++w5RUVGoWbOmm0dJnqjk91RaWhp69+6NdevWoV27dqhR\nowaOHj0KuVyO6OhohIeHu3u45CHmz5+Pc+fOoU2bNgAAlUqFwYMHIzU1FRcuXECdOnWg0WjcPEry\nJCV/26SmpqJNmzbw9/dn3FApPHZyD8HdA6A77/z589i/fz9WrlwJvV6PN998EzKZDEOHDkVISAiW\nLVsGpVKJjRs3Wm9jNpt5pruaKxs3r7/+OmrWrInJkydbs8SNGjXC//73PwQFBQFg3FR3ZWNm6tSp\nCA4ORkJCAjIzM/njjuwqGztTpkxBSEgIHn/8cSxbtgxXrlxB9+7dcebMGRiNRncPlzzEzz//jJ9+\n+gl169bFn3/+iQYNGqBOnToAgEGDBuH999/H6dOnERoaCoVC4d7Bkkewt6959NFHATBuyILHTu7D\naRo+6ObNm2jUqBH8/PxQo0YNTJgwAR9//DEMBgMuXbqEP//8E2lpafjhhx+sDQn5YaKycfPiiy9i\n4cKFiIuLg1wuR0pKCq5du4Zff/0Vfn5+ABg31V3ZmBk/fjzWrFkDg8GAkJAQ5OTkYN++fQA4x5JK\ns/U9tXTpUsTHx+PVV1/FpEmTMGbMGPj5+UEQeN6ELK5evYqEhATcf//92Lx5MwBLFZbRaER0dDRa\ntGiB3bt3IyMjw80jJU9Rdl/zwgsvYNWqVTAYDADAuCEAPHZyJ07T8HJarRY6nQ4KhcKaodNqtdi1\naxdatmyJ4OBg1KxZE6dPn4ZWq4VCocD69euxefNmPProoxg4cKC7nwK5gSNxExMTg1OnTkGr1UIm\nk2Hjxo3YsmULBg0ahD59+rj7KZDInNnXXLlyBa1bt0Z4eDhWrVqFxx57DDKZzN1PgdzE0f3Nr7/+\niszMTMTGxuKrr77CokWL0Lt3b3Tt2tXdT4FEVjJmAEsyUyKRoG7duoiNjYVGo8HBgwehVqsRGxsL\nk8kEqVSKxo0bIyIiAo0bN3bzMyB3MBgMkEgkkEgk1pix9z1VstSecVO9OBMnPHaqekxGeLH169fj\nww8/RJ06dVCjRg1r99ewsDD89ttvOHfuHBo2bAiVSoXs7GzI5XI88MAD6NKlCx577DHcddddbn4G\n5A7Oxo0gCHjwwQfRq1cvxMfHM26qIWdiJicnBxqNBo0bN0ZUVBSGDBnCREQ15mzsKJVKtGvXDg0b\nNsSoUaPQrFkzNz8DElvZmClONACAIAhQq9Xw9/dHUVER9u7di+7du0Mmk8FsNkMQBNSoUcPNz4Dc\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rI4iISHRms7ncNqnUdn48OTkZR48eBWA5wG3atCn+85//AAD27t2LkydPYsuWLQAsB+cl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\nK3Bq2zo8+OZ92DO1G3umdqd8v3O6z8OVp3wWRj55UEpWtYLKikVZRV+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dvFL/IrcuvF3S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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x206afbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均IC值-月：\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x70e87400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5I/KrpOXM62s/5edjWxneqDvvdHmBkT9/wF9Xjjse71O3HV/0nVRkky7mRVhi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\nIiIiIiIiItJqqXAhIiIiIiIiIq3W/wditbnpIoXZDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x70cc62e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=5).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n"
     ]
    },
    {
     "data": {
      "image/png": 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SgrLbJfkU2UuxmsyYjCacLicFtmLSCrIAMBtNvH7tIwzr0O+Ex9D/M1WjwgV1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sryCx/rEyYeVDg1rxfD82Ol5elWJ6VcczNmxFwmMSMmSmJlYiRxgSQuptrUr3zhuHzH6Sfi9GNZ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\ndv2GtZvO4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gf8Qum2yvZhZHrDxIFph4nhRB1BvBoj3R0OI033oLL9qNxAmGQYR1DRiLv4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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x675af780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=10).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n"
     ]
    },
    {
     "data": {
      "image/png": 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tLlq8Xi/ZJfnszz1Ecu6hI9N0knMPkZqfQa694KQXeEaDkS4JrbkkqQu9W3Sl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\nIiIJ6z8geLn5V1kIGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x70dce860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def test_performance(factor, prices):\n",
    "    import matplotlib.pyplot as plt\n",
    "    from alphalens import utils,performance,plotting\n",
    "\n",
    "    # 持股收益-逐只\n",
    "    stocks_holding_return = utils.get_clean_factor_and_forward_returns(factor,prices,quantiles=5,periods=(1,5,10))\n",
    "\n",
    "    print(\"因子的IC值：\")\n",
    "    ic = performance.factor_information_coefficient(stocks_holding_return)\n",
    "    print(ic)\n",
    "    plotting.plot_ic_hist(ic)\n",
    "    plt.show()\n",
    "    plotting.plot_ic_ts(ic)\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "    print(\"平均IC值-月：\")\n",
    "    mean_ic = performance.mean_information_coefficient(stocks_holding_return,by_time=\"M\")\n",
    "    plotting.plot_monthly_ic_heatmap(mean_ic)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "    # 按quantile区分的持股平均收益（减去了总体平均值）\n",
    "    mean_return_by_q = performance.mean_return_by_quantile(stocks_holding_return, by_date=True, demeaned=True)[0]\n",
    "    # 按quantile画出累积持有收益\n",
    "    for i in [1, 5, 10]:\n",
    "        plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, period=i)\n",
    "        plt.show()\n",
    "\n",
    "# print factor\n",
    "test_performance(factor,prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0\n",
      "1   0.023590\n",
      "5   0.033858\n",
      "10  0.046237\n"
     ]
    }
   ],
   "source": [
    "## 读取IC历史绩效\n",
    "admin = Admin()\n",
    "original_perf = admin.calculate_performance('cool',factor,start,end,periods=(1,5,10),quantiles=5,price=prices)\n",
    "print(original_perf.mean_ic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0\n",
      "1   0.023032\n",
      "5   0.034309\n",
      "10  0.046060\n",
      "Factor_Volume001+{'c': 6}\n"
     ]
    }
   ],
   "source": [
    "# 参数优化\n",
    "\n",
    "volume = Factor_Volume001()\n",
    "para_range_dict = {\"c\":range(4,11,1)}\n",
    "factor_value_list,para_dict_list = admin.enumerate_parameter('cool',para_range_dict,codes,start,end, Factor=volume)\n",
    "\n",
    "factor_name_list = []\n",
    "for para_dict in para_dict_list:\n",
    "    factor_name_list.append(\"Factor_Volume001+\" + str(para_dict))\n",
    "\n",
    "performance_list = admin.show_factors_performance(factor_name_list,factor_value_list,start,end,periods=(1,5,10),quantiles=5,price=prices)\n",
    "\n",
    "# print(\"#####################################################################################\")\n",
    "# 按绩效指标对结果排序（寻优） 本例按10天持有期的mean_IC降序排列了所有结果。\n",
    "performance_list = admin.rank_performance(performance_list,\n",
    "                                          target_period=10,\n",
    "                                          ascending=False)\n",
    "\n",
    "print performance_list[0].mean_ic\n",
    "print performance_list[0].factor_name\n",
    "\n",
    "# for perf in performance_list:\n",
    "#     print(\"\\n\")\n",
    "#     print(perf.mean_ic)\n",
    "#     print(perf.factor_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asset               000001.XSHE 000002.XSHE 000008.XSHE 000009.XSHE  \\\n",
      "date                                                                  \n",
      "2015-01-23 15:00:00       False       False       False       False   \n",
      "2015-01-26 15:00:00       False       False       False       False   \n",
      "2015-01-27 15:00:00       False       False       False        True   \n",
      "2015-01-28 15:00:00       False       False       False       False   \n",
      "2015-01-29 15:00:00       False        True       False       False   \n",
      "2015-01-30 15:00:00       False        True       False       False   \n",
      "2015-02-02 15:00:00       False        True       False        True   \n",
      "2015-02-03 15:00:00       False       False       False        True   \n",
      "2015-02-04 15:00:00       False       False        True       False   \n",
      "2015-02-05 15:00:00       False       False       False       False   \n",
      "2015-02-06 15:00:00       False       False       False       False   \n",
      "2015-02-09 15:00:00       False       False       False       False   \n",
      "2015-02-10 15:00:00       False       False        True       False   \n",
      "2015-02-11 15:00:00       False       False       False       False   \n",
      "2015-02-12 15:00:00       False       False       False       False   \n",
      "2015-02-13 15:00:00       False       False       False        True   \n",
      "2015-02-16 15:00:00        True       False       False       False   \n",
      "2015-02-17 15:00:00        True       False       False       False   \n",
      "2015-02-25 15:00:00        True       False       False       False   \n",
      "2015-02-26 15:00:00       False       False       False       False   \n",
      "2015-02-27 15:00:00       False       False       False       False   \n",
      "2015-03-02 15:00:00        True        True       False       False   \n",
      "2015-03-03 15:00:00       False        True       False       False   \n",
      "2015-03-04 15:00:00       False        True       False       False   \n",
      "2015-03-05 15:00:00        True        True       False       False   \n",
      "2015-03-06 15:00:00        True        True       False       False   \n",
      "2015-03-09 15:00:00       False        True       False       False   \n",
      "2015-03-10 15:00:00       False        True       False       False   \n",
      "2015-03-11 15:00:00       False       False       False        True   \n",
      "2015-03-12 15:00:00       False       False       False        True   \n",
      "...                         ...         ...         ...         ...   \n",
      "2016-02-22 15:00:00       False       False       False       False   \n",
      "2016-02-23 15:00:00       False       False       False       False   \n",
      "2016-02-24 15:00:00       False       False       False       False   \n",
      "2016-02-25 15:00:00       False       False       False       False   \n",
      "2016-02-26 15:00:00        True       False       False        True   \n",
      "2016-02-29 15:00:00        True       False       False       False   \n",
      "2016-03-01 15:00:00        True       False       False       False   \n",
      "2016-03-02 15:00:00       False       False       False       False   \n",
      "2016-03-03 15:00:00       False       False       False       False   \n",
      "2016-03-04 15:00:00       False       False       False       False   \n",
      "2016-03-07 15:00:00       False       False       False       False   \n",
      "2016-03-08 15:00:00       False       False       False       False   \n",
      "2016-03-09 15:00:00       False       False       False       False   \n",
      "2016-03-10 15:00:00       False       False       False       False   \n",
      "2016-03-11 15:00:00        True       False       False       False   \n",
      "2016-03-14 15:00:00        True       False       False       False   \n",
      "2016-03-15 15:00:00       False       False       False       False   \n",
      "2016-03-16 15:00:00       False       False       False       False   \n",
      "2016-03-17 15:00:00       False       False       False        True   \n",
      "2016-03-18 15:00:00       False       False       False       False   \n",
      "2016-03-21 15:00:00        True       False       False       False   \n",
      "2016-03-22 15:00:00       False       False       False       False   \n",
      "2016-03-23 15:00:00        True       False       False       False   \n",
      "2016-03-24 15:00:00        True       False       False       False   \n",
      "2016-03-25 15:00:00       False       False       False        True   \n",
      "2016-03-28 15:00:00       False       False       False       False   \n",
      "2016-03-29 15:00:00       False       False       False       False   \n",
      "2016-03-30 15:00:00       False       False       False       False   \n",
      "2016-03-31 15:00:00       False       False       False       False   \n",
      "2016-04-01 15:00:00        True       False       False       False   \n",
      "\n",
      "asset               000027.XSHE 000039.XSHE 000060.XSHE 000061.XSHE  \\\n",
      "date                                                                  \n",
      "2015-01-23 15:00:00       False        True        True       False   \n",
      "2015-01-26 15:00:00        True        True       False       False   \n",
      "2015-01-27 15:00:00        True        True       False       False   \n",
      "2015-01-28 15:00:00        True       False       False       False   \n",
      "2015-01-29 15:00:00       False       False       False       False   \n",
      "2015-01-30 15:00:00       False       False       False       False   \n",
      "2015-02-02 15:00:00        True       False       False       False   \n",
      "2015-02-03 15:00:00       False       False       False       False   \n",
      "2015-02-04 15:00:00       False       False       False       False   \n",
      "2015-02-05 15:00:00       False        True       False       False   \n",
      "2015-02-06 15:00:00       False       False       False       False   \n",
      "2015-02-09 15:00:00       False       False       False       False   \n",
      "2015-02-10 15:00:00       False       False       False       False   \n",
      "2015-02-11 15:00:00       False       False       False        True   \n",
      "2015-02-12 15:00:00        True       False       False        True   \n",
      "2015-02-13 15:00:00        True        True       False       False   \n",
      "2015-02-16 15:00:00       False        True       False       False   \n",
      "2015-02-17 15:00:00        True        True       False       False   \n",
      "2015-02-25 15:00:00        True        True       False       False   \n",
      "2015-02-26 15:00:00       False       False       False       False   \n",
      "2015-02-27 15:00:00       False       False       False       False   \n",
      "2015-03-02 15:00:00       False       False       False       False   \n",
      "2015-03-03 15:00:00       False        True       False       False   \n",
      "2015-03-04 15:00:00        True        True       False       False   \n",
      "2015-03-05 15:00:00        True        True       False       False   \n",
      "2015-03-06 15:00:00        True       False       False       False   \n",
      "2015-03-09 15:00:00        True       False       False       False   \n",
      "2015-03-10 15:00:00       False       False       False       False   \n",
      "2015-03-11 15:00:00       False       False       False        True   \n",
      "2015-03-12 15:00:00       False       False       False        True   \n",
      "...                         ...         ...         ...         ...   \n",
      "2016-02-22 15:00:00       False       False       False        True   \n",
      "2016-02-23 15:00:00       False       False       False        True   \n",
      "2016-02-24 15:00:00       False       False       False       False   \n",
      "2016-02-25 15:00:00       False       False       False       False   \n",
      "2016-02-26 15:00:00       False       False       False       False   \n",
      "2016-02-29 15:00:00       False       False       False       False   \n",
      "2016-03-01 15:00:00       False       False       False       False   \n",
      "2016-03-02 15:00:00       False       False       False       False   \n",
      "2016-03-03 15:00:00       False       False       False       False   \n",
      "2016-03-04 15:00:00       False       False       False       False   \n",
      "2016-03-07 15:00:00       False       False       False       False   \n",
      "2016-03-08 15:00:00       False       False       False       False   \n",
      "2016-03-09 15:00:00       False       False        True       False   \n",
      "2016-03-10 15:00:00       False       False        True       False   \n",
      "2016-03-11 15:00:00       False        True        True       False   \n",
      "2016-03-14 15:00:00       False        True       False       False   \n",
      "2016-03-15 15:00:00       False        True       False       False   \n",
      "2016-03-16 15:00:00       False       False       False       False   \n",
      "2016-03-17 15:00:00       False       False       False       False   \n",
      "2016-03-18 15:00:00        True        True       False       False   \n",
      "2016-03-21 15:00:00       False        True       False       False   \n",
      "2016-03-22 15:00:00       False        True        True       False   \n",
      "2016-03-23 15:00:00       False        True        True       False   \n",
      "2016-03-24 15:00:00       False        True        True       False   \n",
      "2016-03-25 15:00:00       False       False       False       False   \n",
      "2016-03-28 15:00:00       False       False       False       False   \n",
      "2016-03-29 15:00:00       False       False       False       False   \n",
      "2016-03-30 15:00:00       False       False        True       False   \n",
      "2016-03-31 15:00:00       False       False       False       False   \n",
      "2016-04-01 15:00:00       False       False       False       False   \n",
      "\n",
      "asset               000063.XSHE 000069.XSHE     ...     601933.XSHG  \\\n",
      "date                                            ...                   \n",
      "2015-01-23 15:00:00        True       False     ...           False   \n",
      "2015-01-26 15:00:00        True       False     ...           False   \n",
      "2015-01-27 15:00:00        True       False     ...           False   \n",
      "2015-01-28 15:00:00        True       False     ...           False   \n",
      "2015-01-29 15:00:00        True       False     ...           False   \n",
      "2015-01-30 15:00:00        True       False     ...           False   \n",
      "2015-02-02 15:00:00       False       False     ...            True   \n",
      "2015-02-03 15:00:00       False       False     ...           False   \n",
      "2015-02-04 15:00:00       False       False     ...           False   \n",
      "2015-02-05 15:00:00       False       False     ...           False   \n",
      "2015-02-06 15:00:00       False       False     ...           False   \n",
      "2015-02-09 15:00:00       False       False     ...           False   \n",
      "2015-02-10 15:00:00       False       False     ...           False   \n",
      "2015-02-11 15:00:00       False       False     ...            True   \n",
      "2015-02-12 15:00:00       False       False     ...            True   \n",
      "2015-02-13 15:00:00       False       False     ...           False   \n",
      "2015-02-16 15:00:00       False       False     ...           False   \n",
      "2015-02-17 15:00:00       False       False     ...           False   \n",
      "2015-02-25 15:00:00       False       False     ...           False   \n",
      "2015-02-26 15:00:00       False       False     ...           False   \n",
      "2015-02-27 15:00:00       False       False     ...           False   \n",
      "2015-03-02 15:00:00       False       False     ...           False   \n",
      "2015-03-03 15:00:00       False       False     ...            True   \n",
      "2015-03-04 15:00:00       False       False     ...            True   \n",
      "2015-03-05 15:00:00       False       False     ...           False   \n",
      "2015-03-06 15:00:00       False       False     ...           False   \n",
      "2015-03-09 15:00:00       False       False     ...           False   \n",
      "2015-03-10 15:00:00       False       False     ...           False   \n",
      "2015-03-11 15:00:00       False       False     ...           False   \n",
      "2015-03-12 15:00:00       False       False     ...           False   \n",
      "...                         ...         ...     ...             ...   \n",
      "2016-02-22 15:00:00       False       False     ...           False   \n",
      "2016-02-23 15:00:00       False       False     ...           False   \n",
      "2016-02-24 15:00:00       False       False     ...            True   \n",
      "2016-02-25 15:00:00       False       False     ...            True   \n",
      "2016-02-26 15:00:00       False       False     ...            True   \n",
      "2016-02-29 15:00:00       False       False     ...            True   \n",
      "2016-03-01 15:00:00       False       False     ...           False   \n",
      "2016-03-02 15:00:00       False       False     ...           False   \n",
      "2016-03-03 15:00:00       False       False     ...           False   \n",
      "2016-03-04 15:00:00       False       False     ...            True   \n",
      "2016-03-07 15:00:00       False       False     ...           False   \n",
      "2016-03-08 15:00:00       False       False     ...           False   \n",
      "2016-03-09 15:00:00       False        True     ...           False   \n",
      "2016-03-10 15:00:00       False        True     ...           False   \n",
      "2016-03-11 15:00:00       False        True     ...           False   \n",
      "2016-03-14 15:00:00       False       False     ...           False   \n",
      "2016-03-15 15:00:00       False       False     ...            True   \n",
      "2016-03-16 15:00:00       False       False     ...            True   \n",
      "2016-03-17 15:00:00       False       False     ...           False   \n",
      "2016-03-18 15:00:00       False        True     ...           False   \n",
      "2016-03-21 15:00:00       False        True     ...           False   \n",
      "2016-03-22 15:00:00       False        True     ...           False   \n",
      "2016-03-23 15:00:00       False        True     ...           False   \n",
      "2016-03-24 15:00:00       False        True     ...           False   \n",
      "2016-03-25 15:00:00       False       False     ...           False   \n",
      "2016-03-28 15:00:00       False       False     ...           False   \n",
      "2016-03-29 15:00:00       False       False     ...           False   \n",
      "2016-03-30 15:00:00       False       False     ...           False   \n",
      "2016-03-31 15:00:00       False       False     ...           False   \n",
      "2016-04-01 15:00:00       False       False     ...           False   \n",
      "\n",
      "asset               601939.XSHG 601958.XSHG 601985.XSHG 601988.XSHG  \\\n",
      "date                                                                  \n",
      "2015-01-23 15:00:00       False       False       False       False   \n",
      "2015-01-26 15:00:00       False       False       False       False   \n",
      "2015-01-27 15:00:00       False       False       False       False   \n",
      "2015-01-28 15:00:00       False       False       False       False   \n",
      "2015-01-29 15:00:00       False       False       False       False   \n",
      "2015-01-30 15:00:00       False        True       False       False   \n",
      "2015-02-02 15:00:00       False        True       False       False   \n",
      "2015-02-03 15:00:00       False       False       False       False   \n",
      "2015-02-04 15:00:00       False       False       False       False   \n",
      "2015-02-05 15:00:00       False       False       False       False   \n",
      "2015-02-06 15:00:00       False       False       False       False   \n",
      "2015-02-09 15:00:00       False       False       False       False   \n",
      "2015-02-10 15:00:00       False       False       False       False   \n",
      "2015-02-11 15:00:00       False       False       False       False   \n",
      "2015-02-12 15:00:00       False       False       False       False   \n",
      "2015-02-13 15:00:00       False       False       False       False   \n",
      "2015-02-16 15:00:00       False       False       False       False   \n",
      "2015-02-17 15:00:00       False       False       False       False   \n",
      "2015-02-25 15:00:00       False       False       False       False   \n",
      "2015-02-26 15:00:00       False       False       False       False   \n",
      "2015-02-27 15:00:00        True       False       False       False   \n",
      "2015-03-02 15:00:00        True       False       False        True   \n",
      "2015-03-03 15:00:00        True       False       False       False   \n",
      "2015-03-04 15:00:00        True       False       False        True   \n",
      "2015-03-05 15:00:00        True       False       False        True   \n",
      "2015-03-06 15:00:00        True       False       False        True   \n",
      "2015-03-09 15:00:00       False       False       False       False   \n",
      "2015-03-10 15:00:00       False       False       False       False   \n",
      "2015-03-11 15:00:00       False        True       False       False   \n",
      "2015-03-12 15:00:00       False        True       False       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2016-02-22 15:00:00       False       False       False        True   \n",
      "2016-02-23 15:00:00       False       False       False       False   \n",
      "2016-02-24 15:00:00       False       False       False       False   \n",
      "2016-02-25 15:00:00       False       False       False       False   \n",
      "2016-02-26 15:00:00       False       False       False       False   \n",
      "2016-02-29 15:00:00        True       False       False       False   \n",
      "2016-03-01 15:00:00        True       False       False       False   \n",
      "2016-03-02 15:00:00       False       False       False       False   \n",
      "2016-03-03 15:00:00       False       False       False       False   \n",
      "2016-03-04 15:00:00       False       False       False       False   \n",
      "2016-03-07 15:00:00       False       False       False       False   \n",
      "2016-03-08 15:00:00       False       False       False       False   \n",
      "2016-03-09 15:00:00       False       False       False       False   \n",
      "2016-03-10 15:00:00       False        True       False       False   \n",
      "2016-03-11 15:00:00        True        True       False       False   \n",
      "2016-03-14 15:00:00        True        True       False       False   \n",
      "2016-03-15 15:00:00        True       False       False       False   \n",
      "2016-03-16 15:00:00       False       False       False       False   \n",
      "2016-03-17 15:00:00       False       False       False       False   \n",
      "2016-03-18 15:00:00       False       False       False       False   \n",
      "2016-03-21 15:00:00        True        True       False       False   \n",
      "2016-03-22 15:00:00        True        True       False       False   \n",
      "2016-03-23 15:00:00        True        True       False       False   \n",
      "2016-03-24 15:00:00       False        True       False       False   \n",
      "2016-03-25 15:00:00       False       False       False       False   \n",
      "2016-03-28 15:00:00       False       False       False       False   \n",
      "2016-03-29 15:00:00       False       False       False       False   \n",
      "2016-03-30 15:00:00       False       False       False       False   \n",
      "2016-03-31 15:00:00       False       False       False        True   \n",
      "2016-04-01 15:00:00       False       False       False        True   \n",
      "\n",
      "asset               601989.XSHG 601998.XSHG 603000.XSHG 603885.XSHG  \\\n",
      "date                                                                  \n",
      "2015-01-23 15:00:00       False       False       False       False   \n",
      "2015-01-26 15:00:00       False       False       False       False   \n",
      "2015-01-27 15:00:00       False       False       False       False   \n",
      "2015-01-28 15:00:00       False       False       False       False   \n",
      "2015-01-29 15:00:00       False       False       False       False   \n",
      "2015-01-30 15:00:00       False       False       False       False   \n",
      "2015-02-02 15:00:00        True       False       False       False   \n",
      "2015-02-03 15:00:00       False       False       False       False   \n",
      "2015-02-04 15:00:00       False       False       False       False   \n",
      "2015-02-05 15:00:00       False       False       False       False   \n",
      "2015-02-06 15:00:00       False       False       False       False   \n",
      "2015-02-09 15:00:00       False       False       False       False   \n",
      "2015-02-10 15:00:00       False       False       False       False   \n",
      "2015-02-11 15:00:00       False       False       False       False   \n",
      "2015-02-12 15:00:00       False       False       False       False   \n",
      "2015-02-13 15:00:00       False        True       False       False   \n",
      "2015-02-16 15:00:00       False       False       False       False   \n",
      "2015-02-17 15:00:00       False       False       False       False   \n",
      "2015-02-25 15:00:00       False       False       False       False   \n",
      "2015-02-26 15:00:00       False       False       False       False   \n",
      "2015-02-27 15:00:00       False       False       False       False   \n",
      "2015-03-02 15:00:00       False       False       False       False   \n",
      "2015-03-03 15:00:00       False       False       False       False   \n",
      "2015-03-04 15:00:00       False       False       False       False   \n",
      "2015-03-05 15:00:00       False       False       False       False   \n",
      "2015-03-06 15:00:00        True       False       False       False   \n",
      "2015-03-09 15:00:00        True       False       False       False   \n",
      "2015-03-10 15:00:00        True       False       False       False   \n",
      "2015-03-11 15:00:00       False       False       False       False   \n",
      "2015-03-12 15:00:00       False       False       False       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2016-02-22 15:00:00       False       False       False       False   \n",
      "2016-02-23 15:00:00       False       False       False       False   \n",
      "2016-02-24 15:00:00        True       False       False       False   \n",
      "2016-02-25 15:00:00        True       False        True        True   \n",
      "2016-02-26 15:00:00       False       False        True       False   \n",
      "2016-02-29 15:00:00       False       False       False        True   \n",
      "2016-03-01 15:00:00       False       False       False       False   \n",
      "2016-03-02 15:00:00       False       False       False       False   \n",
      "2016-03-03 15:00:00       False       False       False       False   \n",
      "2016-03-04 15:00:00       False       False       False       False   \n",
      "2016-03-07 15:00:00       False       False       False       False   \n",
      "2016-03-08 15:00:00       False       False       False        True   \n",
      "2016-03-09 15:00:00       False       False       False        True   \n",
      "2016-03-10 15:00:00       False       False       False       False   \n",
      "2016-03-11 15:00:00       False       False       False       False   \n",
      "2016-03-14 15:00:00       False       False       False       False   \n",
      "2016-03-15 15:00:00       False       False       False       False   \n",
      "2016-03-16 15:00:00       False       False       False       False   \n",
      "2016-03-17 15:00:00       False       False       False       False   \n",
      "2016-03-18 15:00:00       False       False       False       False   \n",
      "2016-03-21 15:00:00       False       False       False       False   \n",
      "2016-03-22 15:00:00       False       False       False       False   \n",
      "2016-03-23 15:00:00       False       False       False       False   \n",
      "2016-03-24 15:00:00       False       False       False       False   \n",
      "2016-03-25 15:00:00       False       False       False       False   \n",
      "2016-03-28 15:00:00       False       False       False       False   \n",
      "2016-03-29 15:00:00       False       False       False       False   \n",
      "2016-03-30 15:00:00       False       False       False       False   \n",
      "2016-03-31 15:00:00       False        True       False       False   \n",
      "2016-04-01 15:00:00       False        True       False       False   \n",
      "\n",
      "asset               603993.XSHG  \n",
      "date                             \n",
      "2015-01-23 15:00:00       False  \n",
      "2015-01-26 15:00:00       False  \n",
      "2015-01-27 15:00:00       False  \n",
      "2015-01-28 15:00:00       False  \n",
      "2015-01-29 15:00:00       False  \n",
      "2015-01-30 15:00:00       False  \n",
      "2015-02-02 15:00:00       False  \n",
      "2015-02-03 15:00:00        True  \n",
      "2015-02-04 15:00:00        True  \n",
      "2015-02-05 15:00:00        True  \n",
      "2015-02-06 15:00:00       False  \n",
      "2015-02-09 15:00:00       False  \n",
      "2015-02-10 15:00:00       False  \n",
      "2015-02-11 15:00:00       False  \n",
      "2015-02-12 15:00:00       False  \n",
      "2015-02-13 15:00:00       False  \n",
      "2015-02-16 15:00:00       False  \n",
      "2015-02-17 15:00:00       False  \n",
      "2015-02-25 15:00:00       False  \n",
      "2015-02-26 15:00:00        True  \n",
      "2015-02-27 15:00:00       False  \n",
      "2015-03-02 15:00:00       False  \n",
      "2015-03-03 15:00:00       False  \n",
      "2015-03-04 15:00:00       False  \n",
      "2015-03-05 15:00:00       False  \n",
      "2015-03-06 15:00:00       False  \n",
      "2015-03-09 15:00:00       False  \n",
      "2015-03-10 15:00:00       False  \n",
      "2015-03-11 15:00:00       False  \n",
      "2015-03-12 15:00:00       False  \n",
      "...                         ...  \n",
      "2016-02-22 15:00:00       False  \n",
      "2016-02-23 15:00:00       False  \n",
      "2016-02-24 15:00:00       False  \n",
      "2016-02-25 15:00:00        True  \n",
      "2016-02-26 15:00:00       False  \n",
      "2016-02-29 15:00:00       False  \n",
      "2016-03-01 15:00:00       False  \n",
      "2016-03-02 15:00:00       False  \n",
      "2016-03-03 15:00:00       False  \n",
      "2016-03-04 15:00:00       False  \n",
      "2016-03-07 15:00:00       False  \n",
      "2016-03-08 15:00:00       False  \n",
      "2016-03-09 15:00:00        True  \n",
      "2016-03-10 15:00:00        True  \n",
      "2016-03-11 15:00:00        True  \n",
      "2016-03-14 15:00:00       False  \n",
      "2016-03-15 15:00:00       False  \n",
      "2016-03-16 15:00:00       False  \n",
      "2016-03-17 15:00:00       False  \n",
      "2016-03-18 15:00:00       False  \n",
      "2016-03-21 15:00:00        True  \n",
      "2016-03-22 15:00:00        True  \n",
      "2016-03-23 15:00:00        True  \n",
      "2016-03-24 15:00:00        True  \n",
      "2016-03-25 15:00:00        True  \n",
      "2016-03-28 15:00:00       False  \n",
      "2016-03-29 15:00:00       False  \n",
      "2016-03-30 15:00:00        True  \n",
      "2016-03-31 15:00:00       False  \n",
      "2016-04-01 15:00:00       False  \n",
      "\n",
      "[290 rows x 297 columns]\n"
     ]
    }
   ],
   "source": [
    "import alphalens\n",
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(factor, prices, quantiles=5)\n",
    "\n",
    "cond = factor_data['factor_quantile'] == 5\n",
    "Q5 = factor_data[cond]\n",
    "stocks = pd.Series(True, index=Q5.index)\n",
    "stocks = stocks.unstack()\n",
    "stocks[stocks != True] = False\n",
    "print(stocks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作业\n",
    "将因子做参数优化，最后输出最优股票池excel。"
   ]
  }
 ],
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